{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "53b15c06-a660-4cce-b510-30365f5a9498",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T06:19:17.733595Z",
     "start_time": "2025-04-29T06:19:17.423730Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np     #只需要下载numpy库即可\n",
    "import random\n",
    "import GridWorld_v3\n",
    "from draw import draw  #绘图函数\n",
    "import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "db81c226-5e17-4f8b-9635-7bb7b865b31f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T06:19:17.737344Z",
     "start_time": "2025-04-29T06:19:17.733595Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "⬜️⬜️⬜️⬜️⬜️\n",
      "⬜️🚫🚫⬜️⬜️\n",
      "⬜️⬜️🚫⬜️⬜️\n",
      "⬜️🚫✅🚫⬜️\n",
      "⬜️🚫⬜️⬜️⬜️\n"
     ]
    }
   ],
   "source": [
    "rows = 5      #记得行数和列数这里要同步改\n",
    "columns = 5\n",
    "gridworld = GridWorld_v3.GridWorld_v3(forbiddenAreaScore=-10, score=1,desc = [\".....\",\".##..\",\"..#..\",\".#T#.\",\".#...\"]) \n",
    "gridworld.show()\n",
    "trajectorySteps = 1000"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba3c5596a840c518",
   "metadata": {},
   "source": [
    "# 这个代码的目标是研究policy为0.2时，对应的action value是如何的，虽然没有收敛到最优解"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5eb5cb3a-0e3e-452f-9ff5-abd2f2585dd9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T06:19:18.166834Z",
     "start_time": "2025-04-29T06:19:17.737851Z"
    }
   },
   "outputs": [],
   "source": [
    "policy = 0.2 * np.ones((rows*columns,5))\n",
    "episodes = [gridworld.getTrajectoryScore(nowState = 10,action = random.randint(0,4),policy = policy) \n",
    "            for i in range(500)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0757d3ab-1ab2-49bb-8a4a-b4dda60f240b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T06:19:18.169843Z",
     "start_time": "2025-04-29T06:19:18.167336Z"
    }
   },
   "outputs": [],
   "source": [
    "action_values = np.random.rand(25,5)\n",
    "learning_rate = 0.01\n",
    "gamma = 0.99"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f1328b46-2411-4c4b-9efb-0c2eec8cb597",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T06:19:20.504242Z",
     "start_time": "2025-04-29T06:19:18.170846Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/100 [00:00<?, ?it/s]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 15%|█▌        | 15/100 [00:00<00:02, 37.93it/s]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 39%|███▉      | 39/100 [00:01<00:01, 44.63it/s]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 56%|█████▌    | 56/100 [00:01<00:01, 42.14it/s]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 79%|███████▉  | 79/100 [00:02<00:00, 43.98it/s]"
     ]
    },
    {
     "data": {
      "image/png": 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3lNcxVsTzfgoKd+guue+++7Bp06YOMSXu4sU9PsaTYcOGibFXVFQIV86RQDi7UU4++WSxKQwaNAg7d+4ULjlFbDCuhi6xl156ScQ40VXH7/fRRx+VYkMikUh8hRPxKaecIgIgly1bhoyMDL/fgytCwtVhIOGqk9kxvLB7QxEAe/fuxQknnCAsIHwu7+fEwNgKxnfwfXylK6Hl7X73AFEeO8ZrzJkzR8RfpKeni1RgBq4y60fSd2hlcIexLtwC/XtITExsu03xyu/UPZj6pJNOEplXFJsMFvYFKTYkEslRi8lkwhlnnCGCLb/77juRweEvNPlzMo2MjMSsWbMCOr7Bgwdj8+bNQkh4sw4o0PVAS8Jnn33WwTJBN4sn3b1PX/jwww+Fi4huG/cJkGKjK6uNJ/weeBy7suQc7ZaNbA/rEi1Zd999NwIFa8c8+eSTbVYNxeqXl5fX4XlKUDEf81VsyNRXiURyVEKRwLoaXLkxNoIxBL15D2ZT0NXBv6wsGkhYLKyoqAj//e9/Oz3W0tIifOvuVgd3SwNXqN4melZLpRUn0HAMFDI8JgoHDhzokDHjDo/7xo0b224fOnQIn376qYgPOGLiNQKc+nro0CHxvSrbHXfc4XWft99+e1tqc1cb4zXc4XlGlwqzhxi3EWikZUMikRyV3HrrrcISQMtGdXV1pyJengW8eHFXnsO4AqWCKF0YF110Ee69996Aj5Hl0N977z1cd911wkoxc+ZMMZlzouD9tCIwUJMTNM3c/Cysi8EYEgoU1twoKSnp8J4MyqRPnrEVdPvwOUrAaV9gzAtdOJywLrnkEhFP8vTTT4t9bNmypdPzmd5Kc7x76ithyq3EOxSzvghants9VYhlfIZCcXExjjvuOBFszFRndxg7w3Rwd5Tb/sTVSLEhkUiOShjkprggvGWHeIqNwsJCMfkr2SeMSaA1hBO3ZxZJoGAfFloGGHfx2muv4eOPPxZuBk4UN998swioJCyMxcDWv/71r7jtttvEJPC73/1OuCOYOeDOXXfdhYKCAjz00EMie4YZK4EQG3yPF198UVRV/cMf/iBM7/Tr07rhTWxwvzx+FBcHDx4ULiwWFmPp+COJUASIpqSk+OyKokWDQoMilJYwnnPu8DtiTRZmNynl+NkPiOecry4UomL+q5+fQyKRSCSSXkMzPtOMWXX1SA7mZMbO19uuRFRMx0q1/tLUYMHJY14R1rVAuuooNFhBNicnB6+++moH95ViteA+KSxoPfvLX/4igqEpYCmAZTaKRCKRSCRhQDinvi5atEi4A7mx0WCHfbbaISiYvv32WyEOaf1gEz9ax/wRGkSKjTCC6WmMKKfqZ7lhJeBKIpFIJJJAw7gOX7r/0rXF1Oa+IMVGGEAFyaAvm80mUvF4myKDvjOKDkV4SPEhkUgkhxeyxbwLKTZCDIUFA28oNvg//WMMAGN0Nm/T0sHqbYRihIKDqWtSfEgkksOVoylUMJzdKP2JFBshhAKDQoPuEwoKRmwzOpyigoJDaeVMnxmjgBmxzdcwlUyxfPB+ig5aP3hbig+JRCKRhBtSbIRI1VNQcCNssMQIX+a7szQxxQctHCwFu3//flG4h9YMCgnm0vP1FBj8S7cLcRcfittFig+JRCIJLdKN4kKKjX6GQkKxZnBjeV6mH7G5DfP2aeGgUHDPk+Z9rPjHfHWmUy1fvlzk+btbPigsPMWHYvGQ4kMSKniOs2AQG5T19txTWazQ1bR3U7UmxsKpk5cuSf+fP7zG0vrM/jme9Si6fI10owjkL7af4EmqCA3+zwqESqEbVm2j5aIrPyatGbR68CTn61ksh1YPChD2F2DZYl7MFfHBPGz+ELg/KT4koYRCw7Ofg78MzRqIWy/4Vdvtf735Mg6WlQZgdJKjgWCcPywb7pkqKukeKTb6OQhUuQCzlwIvwqwA6K6QOfl3JTqUxxg8yoIrStEVCgpFfLA9MINKKTji4+M7iQ8+xufztme2ixQfkkCjtFw3/OkSqAy9K2xkiIyDZuDwttvGxAUwmtpXqv5icnkvwwZ9GLYByXB9bWFDX2pi5RjikJjafv6MGLQAcZbenT92kwU//99bbee1L0g3igspNoKMYs2g0OD/FBkVFRUYP358wDobstMiXTDcCC0dFB/cuD+6YehqcRcfSsMkbkptDyk+JIFGOX8oNFTG3s0YKr0eKo2bydqggwp9mH2sCCtUYXgVVhsRVmj60EVdzfNH237+aAwMqu9bRU9/rovSjeIiDE/zI692BkUGGyOxVTSFAZsp8a+/dGf1cCciIkJs9Cvy+e7ig1YVjoniQ3G7MP5DER98TOkK6Ol2Ue6XSCQSicQfpNjoh9oZTFllOVg2T+LWnxM298U0Wm6ZmZlt8SKK+KDvkWLIXXwomS8UHvwcUnxIJBJJ75BuFBdSbASxdgYna6a0MrCTbaD96ZDXF8tGT+9BMcGNAU58P6bWKuKD3SB5n+JyUcQH8SY+lDofittFIpFIJO1IN4oLKTaCUDuD/zNYk9kmnLTpNlFa84YbFA10o3BjwKqS2sXxK3U++ByKDkWA0EriLj6It9LqUnxIJJKjHWnZcCHFRgCgFaO6ulrERiQmJmLfvn3CQsC2vJzAA+VqCIRlw5d9MICU28CBA8Vno/ig8GDxsb179woh4S4+GB9CKDwYjEoRUlVVJT67FB8SiUQikWIjQLUzmGFCwUFLACfcY445xq/0KF8IRXwEBQLjObjl5uaKz8vCYhQf5eXlIhaFgkJxuVCA8Dm8n6m5PBaK20VaPiSHCxqes7TeHQlLSibwqDQwO12p9+GAXqWBJYzGE0ykG8WFFBsBKjnOuAeu5hmEOWnSJDGpBmu/oYQCgYKCG4uLMUZFER8lJSWizgddRhwnBRifx8wbRZR1JT74VwabSsJFaPw2YyS0KhWeLvoZ9sNccESqtbgpMx8HTPV4p2JvqIeDCLUWV6Xk45ClHp/VhH48wUa6UVxIsRGA2hms4smJlnEPY8aM6fP7Ky3mPQnHyVhxqSjBrzwmpaWlbWXYd+zYIYqQKc/hxoqonuKDIsYz4DQcP6/kyEYNFa5NH4GxUYni9u8yRuHZ4sNXcESoNbgxcwyyDFFicwB4L4SCw6jS4NcpY5CuixIbD+vntUe+4JBIsdGn2hlKyXFOlIMHDxZulP4YQzhDkcB4D/5lBg6PldJUjmm2P//8swgwdc92oVXDm/jwdLtI8SEJutDIGIFx0Ult9w2JiMUAXQSKLc04HBloiEGmwZVNRubEpcMJJ96v2BeS8WTqY5Cmax/PtGjXeL6oDc14+gtnqAcQBkix0cvaGbRksDongyiHDh0qimX1R/Dm4YIyVoqFpKQksREeQ2a6cGMQ7fbt20VqrRLvwU0RHxQeXVU3leJDEkh4Jl2TMQLj3YQGYxyeKNx22AoNsrOlFi+V7MBV6SOEmCLHxrHYH/BBZf9P8HvNtXi3agcuTGofzzHRGWIyXniECg4Rs+Hs+3sc7kix4QPKxKd0auXqnPEZ7iXHla6rR7tlozs3EKGbxL2jLcWHUuODwbWMfVE62lJ4MDBVio8jC/vOg7B+t851BXU4oJ01DtqJw8Rjpuc+Bmw09rsec5bXwHH7b4DMju/hKK2G5YMl7XeYzHCarYi48wrXzUfeArQaql1xW3vseGjzB3crNCYoQqO+EeaCYjz55SfYV1UOnD4bSGt9bNlPwOZdQFUdcOF8YESu9w9psQLvLQKKKwCHE7j9St+Pz66DsLsdH82scdBMcB0fR2E5bAtXAja72NQTh0E7e3yn93BarLC+/AVgtWMt33NMPq657DKoW/vTzI0eANvqbXjvi8958YJ6xEBo50/rPJYmE0qeXtj+vlYbrFX1yLn3MmiijDAVlKPqo5Vw2uxwWu2ImTYM8Sd0Hg9pWLcLdUu24JDDiaox+bju15dD2zqe6a2C491vvkLF20sx4Kr5iBrb+djaGk3Y87jbeCw2mCvrMeahy6CNMuLgaz+g+WAlVzuixH3G2VOBsXFex1P2zSZUr94FlVYDtVaDzAtnICo31bWfJjOK3l2B5oIK8T6x+QORcU7n4yPxHSk2fHCbKJ1amQJKtwlTPVk7g7EICpzoOCEGk8NlMvVHEFF8sKMtN0JBoYgPptnSVeXZ0ZbCQmkqx+cTKT6Cx9NPP42HH35YxOKMGzcOTz75JKZOndrrc4MiwXD16VCnJcFR0wDz4+9BMzpX9E8xXndO23Pt2/bBumQD1Mmdi+Gp0xJhvOG8ttuWz5eLCcYd/YUnQJ2e3O14+Iqr04djYnTr8+x2WHYX4ElNNfacMwMoKAE+Wgz8foHr8UGZwJjBwKdLu/+gzLSaOQ6IMACvfAG/As8/WALdVa7j46xpgOWJ96Ae5To+tk+XQXP8JGhG5sLZbHI9NjwH6lSPY6TVQnflaW3N735auQUvvv0Wrr7yCmFRcBwowfHjJ0F1zGh8XLkfzgbv1hsKiqw/tx/n2sWbYdpbIu4nle8uQ8KpkxA1JlcIk0P3v4fI0TnQp3Ucj6WsFtWfrUHmbedBGxeJ3et344U33sR1V1/ZbuHQpaDSmoSPc1zXAm9oo40YcWf7eMoXbUbj7hIhNEjG+dOhjXRdl5sPVWLvYwsx6vGRnd6Hj1X++DNG/G0BNEYdqtfsRtE7KzDsdtf5d+j1pYgaPAA5Vx0vblvrem/dktkoLqTY8LPkOGMzmIXhOZFJy4Zvlo2eYPDogAEDxEYoKBTxoXS09RQfyrH3FB9KsCkFiGwq1zveffdd3HLLLXjuuecwbdo0PPbYYzjppJPEd6EIxN7gbHF9TzBbXBOypnPrU9uGndBOGtHze1ltsG/eIwSMPyhCY3JMe0NES4sJT337BfacN9N1R046UNcIlFQCFC6ZPn5mWlXyMoHaXnanNbmOj9Pb8Wl9DFabuF/Fxz0/m1oFtAoNcc0wWbG+ZC90pbtweXwunE0t0AzOwgkq1+Of4IBPw2pYvROJp7sJTRXgaG4dq8UGFVPaWyd7dywl1dBnJAqhQSJHZmP5X19D4smTcUHmGKicKiFiTjvjZAbPYAkafRpP1cqdSD+rfTyK0CB25RzrqmaR3QGHxSrEhr3FDF2CK5bEXF6H5oMVyL32xLbn61rH3RtkNooLKTZ6KDnOvyw5TvP+lClThGk/WAW32KyNMQycHFkcjButKG2dM/uhqFeoxYYntB6xXgc3wsJpSnVTpaMtBYciPihEFPFhMpnEaxS3C8WH7GjrH48++iiuueYa/PrXvxa3KToWLlyIl156Cbfffrvf78djTouD5e1voWKKtMkM/cUnClO2O47aRjgOFEN//nE9vqf95wNQJcZ2smJYPvhBrAnVmanQnTQVqihX8TmFK9OGdRAaRB8RgVtOPQfIzAKiIoG6BuCG24DBWUC8W92cK7OB1MSO93XlTrlpEDCsvcX5F1UHxeaNywcMw9THHoNjbxHQpAYiU6B+ZB5Usa6J0PnPyXDsLgSaeB1IhvqfD0CV7N1NQBw7D8LZYoZqxhlQDxsI6LVwUgDpdXDQatNswvEaDayaBCxETafXn5c4FBMiXcLf3tCM5qsGIHrSkLbfjv1fk9GyoxDOMidgTYbxgQegS+k8HkfyVDQNOIDIpFxoIvRCfJj+mImo+Dxh2TCXVEETEyEsJieMmgC9sxLL0dLtoW3aWwp7sxlx+QM73F/88RrUbtwHe7NFCAYhvDyIyEpC6vH5+PmvbwurCLvCDrn1TPGYqaQGuvgoFL69DM0FldBGG5B+zjREZndvJZN0jxQb3dTO4IS2detWMYnNmDGj25LjfXWjMMCUQoOdWjkhskYFLSncpzKRKqXBDweCNZErHW3T09M7dLSlAFE62nqKD0WkSfHhHxRyGzZswB133NF2H4/TvHnzsGrVKq+voXWJmwJrsLjD1aTth5+gv3g+NHnpIgbB/MY3MN64AKpWUzix/7QLmuE5He7rCvuGHdBOap/Mif43Z0IdH+3a33frYPnwBxguP6XDcybFeJk82Mp+UBZQVAHYHUB0hMuy0E+nBs9TZ0kl1EOyoIqJFBYIigvNmEHCWuIsqYI6KxWqpFhhFbLvKICak6UX6wZRDx8obPCOkkqxqXPSxG2+L0WYKjcdzrpGjNtUii/SHCI+oSss5XXQpcR2+J1YiqpgyEmFLjkWDpMFTdsLoI42QuMxHrVRD+OgNJj2FItlujYh2tX2XQUhGGxVDYgck9P2/HGJGVju3NujVSNx2tBOY2ZsBbeGXwqF8Bg10hXv4g7jPGo37ceof1wkhEXFD9tQ8L/vMPS2s+B0ONF8oEJYTLJ/NQf12w5i/9NfY9Q/L0FvkG4UF1JstKJYMZQgUKXk+IgRI0TDsp4mot66UWhF4Qq9rKxM+MM5QfI+pWCWkjZaWFgoYka4H9awUAIow7HnSn9ZX7rraEvxwWPGY6hkufCYMfjUU3xQoPD/5ORkKT7cYHl6Hj/FpaXA26yf4o37778f99xzT6f7zf/9lLZ9aMYNEfEBFBpETJxx0WIi1AzJao+V2rgTujNn9ThGR3U9HIfKhXXEHQoNwolIOyMfpv+82+m1LQ47YjhRVdcBZa1p64x9SIoHYlonPp7LW3YBRu+TeSCgsLKv3Or6PJf+CtAnCKEhxh8VARWtEc0mqCKNwiqhHtwaLWvQQ0Ux1NjiEkRdoQLUKfGwb90LUGzodYBOC1Vs6z7iotHC3wItHklxYjyFq13jabnmSiB/gEu0VdYjcmxe29syINRa3YCIYZltgkIbHQF7fUsnsUF0SbFiE5/TahNCha+xltfBYbaiaePeNrdYZUEB6ht2IHbWKDSs3YXiH13jSTluDJJmDIfdZEXthn1tMRbeiBmZBce7K2AuqwM8vF91P+1HRGaiEBokcfpwFL27Eg6bHfrEaOjiIxEzPEM8FjtmIBx2ByxVDdDGdLSO+YJ0o7g46sWGe8lxJeiQQaCcgPwpOd4bywZdM5s2bRITGy0nXLG7Wy846SnuFMaKcPLkxjG7B0/ycU6kzNzga44kN0ogO9oy7sZbR1uKOE6edJMRfh+eAadSfPgGrSCM8XC3bLBHjuGas6Ay6uFsbIZtyUY4ymtEUKOjqg7O6nqokl3uyVRdBGwHSlDscEBN10UPUJQMnD4RlugY1NmV2AGrsEooq33blj1Qp7entCo8VbQdf8gag4jEOIAbV+pOBxYV7obN6Ip3EJkn9Y1AphFwD7/YuMaViZLVUYh1oqkFWLUCyGq30OxuqevwFGaaKNkmm1VqlH61BNookxABaGiCdekq6E6bCVgMsK5dAa2xGSpmx5gssC5eIbJRVGqPANEWs8tKQ2HByX3HATgOlCJ2UDSOi8sQsRWKgOFv479ffwb89oy28WTOcY1nr1GH5roCNO88hOZdRUgeYQRaQyGcTgfK165AfGwzDJlJsJssqFq8QmSj6I2dg3ppwdBEGsTr6pZug9qoQ2pTDGakZXQIKC1aux2fGCsRO26UuB0zdRgyZ3e0TtRu2IuIrEQY09rd2hREMfV26JJjUGM3oelAOWwNJugSXMLTHX1yLKpX7RKiJT06HiWbd8GQGieyUiIGJkNj1KOlsEq4W/g+nO35Psy68Rdp2XBxVIsN9yBQwl4fdGXQRE+Lhj8Tt7+WDUb2MxaEK3I2bPOlTwgnPloy+HxCYcRCYkr8Aj8LBYdn/EIoCIeJ2VtHW8bFuKfaKtYRRWgqHW15TnDrKtX2aBAftPTws9Lq5g5vKzE03mJs3LO0PFFFR0J31mxY3v3OlT3Ci/jpM4UlIkVnxI2Z+XA0xOI/s8pQ6+Frd1TUABaXi5PQ3J1WUINb/nQLmqMNeLxoC+rtVjgbW2B5e5Er5RROqBJiofMS+1FgasTjhS7BYVS7fut6lRrZh2rw/Ltvws6JJTsVOGUmUH3I9aIfNwLrfwGaW4DvdK7U2t+eCzAeZMl6gBaJya5JEs9+4HoeLQ+b1wO05pzjym7oiu3OZmzJ0ML++Attx0czZwI0lkoxyTsGRcH20hsuFw8F2aQR0GobgZpG2Nf+LKxG2hMmu1JkP13WtqxmTEv06bNxkzEWalr28jLgLChBdX0D/v31x6g/daqYaD3ZaaoWW9F7nyJ2+gjENLQeh1aaR0eh+oU3XGnKnOyPGYH4yEagoRH1K36Gra4ZiadOFs8tee4r2GoaxIQdOWogMs6eiasMsW3ZKKTObsbj33wC66QctJf+8u5CSZrZMXg4QWXAGbXRcFba8fjXX6Da1ITca+ZBE+kSjkxjVeu1gA6IG58rbje98CNOO2MBmiKH44NrY0SFVf6uB14xF4fe/BEOq13EE+VdeyLUOo3rnJD0CpXzcIg4DHLJcR4CRtezUBfLjXd1Ie0Oujvo3z7++ON73C9X0YwvyM/P72SiVsbkTSRQoLAEOHuveOLuQlA2oqziaf3gRNofEyTN73RD9TY9sr/gd0HxQWsRY2Tce78ogk3paOtuteIxVLJc3Pu6HInigxko/B6Z7qocBxayu+GGG3wKEKVlgwLY+NcrhWWjKxK1BvwhcywStC6hUmMzC/FQZTNjiDEON2fmtz33ocJNOGRuRLo+UvT8iFa7Vu/l1hb8p2gLGu3dxza1eDycZ4zBzW6Cg2xurMLzxTvg6Ic1pUHbP43YWLY819huqa21WcQxrrC63InuZAa2h6TXRmwsW56tb99Rvd2CFyv4nXceT2wPXqw4jQFXJI5FjMb1xAa7Ga9Vb0Gt3YyB+jhclth+/rxUuQkltkakaCPF/RGt50+1rQWvVm9Bs6Pr84cZLltveUVc7xkb5su5/+a6KxEZ3fW57wvNjRb8aopv+w1XjjrLhreS45s3bxYTBl0ZysrWXzhJ9eRG4b7oNiFd7au7Cau7bBRvLgTP1vBKd1bF7cIGacHgcNGv/M74w2V1UwaaTpgwoe2YKQG6PGbu4kM5Zjx/KAwVkaGIDkWAHCnigy6RK664QpSep+hg6itdU0p2SqBocdiESFDEBv/enDlWTIbeSNNF4MaMdqFB6EYxO/xfee43NeDxwm0dBAdLlrPQ13/7SXAEW2jc4IfQCDYUGlf6ITR8weywoclhbRMb/Ht54lghOLyRrI3ApW5CgzQ6LLD04vzpCelGOQrFhmftDFoXaGXIycnBkCFD+uRy6CktlaZnZrYw24Qumt7sy5/Ji8/lRMqNn49CiKqYbhelQRonTkV4cAtUsGmoYjZ6C4+NEqfBlQi33NzctmNG8cHvj4G5rAPiKT6ULCZP8eHeVC5U7qy+cuGFFwrhdddddwnLGqvmfv31150scn2FwZpPFm/FTZljkaWPahMctFx8WX2wk9A4OzkPMZr283WPqQ7PFW+H1dm7jDAKDpYmvzl7jJicCSuK/iZjuBAch+vFnm6h6zNHC+uNQp3NgieKtoZIaKhxZcpoDHQTGg1CaGzttdAgJqcdb1ZvxaWJYzGgtfcKBQcFxbLGjudPkjYC82LzEOkmNA5a6vBOzXbYhCNFEgy0R2PtDP7PkuOcRLiapW+6r3QVIMr7OEmxCRldNIwH6YtVoLdWA0527t1ZOTkyY4Pig7ELjB9xL5bFCbUvwaaHo9jo6Zi5ZwfR5UbXm9LRVhEgvO1NfHhWNz2cxAddJtyCjRAcRRQc+chsFRyJWiMuShnS4XmXpA6FVtV+/PaZ6vFs8XYR3NkX9gnBsR03ZY1uExz5UYmikVmhuQmHI0Mi4pBnjO1gQXi8aKtwOYWCXEMcsvWxHawJ/xNCo+/joeB4o3orLkvKR6rWdf7EaYw4Jbbj+XN63FBo3M6fQku9EBq9Fao9IbNRjhKx4Vk7g340ZpvQ3UBXRnfBbP7gLUCUpnm6TTiZcV/cZ18I5ATOiY8iSxFa3ip1KsGmtH74E2x6uFo2esI9O4i4d7Rl3AeDdBnj4S7YaAlRLGreSqsrQiQcsojCgWaHTay63QWHu7DwvE2LxDMBEBoKe1vq8WThdtyYNVoELjJj5XAVGuTn5hq8XrYLlw0YJiwITxSGTmiQXaYafFi9C+clDkOTw4IXywMjNBRMThter+ooONyFheftImsD3g6i0CDSjXIUiA33lFZe8A8cOCACF+kyoZk8kBOi8l7KREvTM0UNzc0jR44M2GQSrHgI90qd7sWylImUx5CTp+J2oXDq6vgdLjEb/ooNTzw72irWIh4zpaMt43LcxQddK+7i46OPPhLVOFeuXBmET3b4Cg5aOBizwSDQrigwN+Dp4m2iO2sg2dMqOChqdjZ3TFM9HFnbUA6704EicxNKQyg0FDY1u8ZTam1CRQCFhrvgeEMIjrEiCLQrSqwNeKt6GywBPn8kR5HYUGpnsDMrL/gTJ04U8RIM0Oyu5HhfUCYrTjgUNKzpMHr0aBGjESj6y1rgrViWkjJKtwuDTSme3INNlayNI9my4a+1iIJCER/uHW0VlwstRzyuvQ1KDlUztf6giRYOxnBk5HsVHAfNjXgqCELDXXAcSWxorEQ4sbUluONpoeAQMRz5XgVHibURb/aT0JBulCNUbHgGgfICz1UjJ0V2auWEEAyUyZXprxQc06dPFxNLoAmF1YCfjW4Ubkx75ORMdxSFh3vsgiI8+PmPRrHhCa0YKSkpYiO0ZCjig4LttddeE8GWPK5ffvklZs+e7XMRuXBophZsmJ1CwcG01zRd+4TBtNenirfCFITMAcmRA1NYRQxHYj6S3QRHqbURb1VvDZpQ9USKjSNQbLjXziBKuWq6MbhCD+YEyImXMDuBgaDBEDXhMoErtSgUC5Gn+4CrdVo+du/e3eY+CJbIC2ex4QnjNzi5KxM8z0mmJfM43XzzzcIKtnRpD63Lw6CZWr8LDuFSyccAXSQKLU3CosFgUonEH8GRpI1EmbVJWDQYTCrpX8J3BuhD7Qz2uVBKjhPWnQjmvlmPgfEghGmtfZlYexIU4RgP4ek+oOCguZ7fCTNxGGzq3hyN7oNwysbgOEPRY4ZVTYcNGyasRc8//7xw84VDM7Vwo8FuxX0HN4Z6GJLDFNbfeK4ydOePDBA9QsRGVyXHuUpkfYlly5YFbeXKSZQFwShuaJ4OdpBfuFg2eoJWDVp4KLyIe7Apa3wozdEUt4vSHO1It2x4gwJDqQgYjNiN3jRTk0gkgUO6UY4AseFeO4OigxdPFl9SyoArTc2CMZkw+JTWE06WDEBV0hj70mbeF8LRsuENd/GgtIWnAHRvjqbU+HCvZ6EEm/an+Ail2OCx6Kn2ikQiOXyRlo3DWGy4185QJi9O/ErJcSUzQplAAikAuD9mm3BjQzSawpWJsacqor7Q23Ll4UR32SiezdH43bBEOIWHe5VO98qmgaqFEq5io6/1VwLdTE0ikUhwtIsNTgwUGUq2Cc3yjKpn3Qy2YXefNAItNuj/pqjhBMG0QcYeuNMflo3DAX8EkXuJ8Ly8PPG9KsGmrLrKSq+cjN0tH4EONg212AhG1pIChRsb933//fc4++yz2z4vb/dHVVCJ5GhHWjYOM7Gh1M6ga0SxbDA2gxMT3RhKYSV3lNbgSjxHX+Dkx2qgjDWg9cRbQKG/beY94edjsCljQPh5PPuVHC6WDdJbNwhX4e6Fsvh9K/EeTBdl/IdSVp3Wj0AEm4Y6ZiOYlo3+bKbWHewWHy4hR7owK9aqDZ9Y6TbC5btSMIbJTGXrxThkzIaLMPkK/Ss5ToFBCwMnHdbO4OqtL91Ye9o3M00oAoYOHSqCTrtzEfRWDFBgUMxQGHECde9X4l4i+3AgkEW9KLbc00V5nJR4D4pNnhM8XorbhcfL333z/AhVufBgWzb6s5lasGDZ8gUpg9tuv1W+O6Qlt7MMUbjQbTyvl4V2POF2fNJ1UTg9vn08H9XsDmhJcn9h2fITY9rH82X9btTYQ19J9WhDe7jVzlBKjvc08QdCbNBtwsqjjCnwpfJob/fFYFNmtbD4E1MhlcmP2S6cVDm5KhMrJ3K6F3oqGR5Kgml9YZYLAyq5cT+0DCjHiCm3xN3lwgyPno5RqCwbSrxRsMVGfzZTCwYRai0GuTUTM7S2gQ/peCLax2MMh/GE0fExqLQYaHAbjyr048nShW480o0S5mLDs3YGBQcnfprRvcVLdEVv3Si0ntDSwJUy3SbdWU96a9lwt5owTZT1QDhWRbAwMNJ9YmVQH+NTKE7oUmDsgmL14ObLGPuD/ipXzn1QcHFTgk1ZUIzigyt5HldaRhThwWPkLdg0lG4UjjcYVUMlEkmYEAA3Co4AtaE9HGpncHKlS4GR9WwJ70+AIC0E/lgbuG+ukFnV0d+Gbf4EiFJEUTyxa6gv4knpV8JJkWZw7oev5cSqBFJyhaxMqn1tEd8XQtUbhceGNSu48XtzbwnPQGJ2ZVUaoynHiGLkSI/ZkEgkklATdmKDF366L5RJm5M+J9NRo0aJ8s7+4o9rgwKHooZWDQbTcVLyd1++WDbolqHVhC4BX60mxH0Cd69NwSwcHjMlloH1RvhZlFgGbv1dOCsc3DueLeHdG6PRMsSJnlYFHjvFwtCfAq0/3SgSiSQ0SDdKmIkNxW2iZJswEJBxDPy/L03NfHWjcAVMAcBVZk9Bp31xo7BxGQUN400Yd+LvpNzV+3O8DPjjprSIp/DgRleNIk6UyZdCJ1iEa9dXz8ZojImh8KDFQ3Fn0SriHmwaTIsHvyMKYelGkUiOXGQ2ShiJDU+3CWMT6BagJYOFs/pywe/JjaIEXDIWYtCgQWLr7UTZnRWF93MfNOezxXdvum36485RWsQzDsRbl1YWPlOER6AbpR0u6bmM32BhK1qC6J7jcVOCTQ8ePCg+h3uwaaADcpVeKNKNIpFIjnS04VRynBsv/OxvMnbs2IC0v+5OADBuglYGTi5d1eoIhGVDsdIoree7m1yC0YjNW5dWxeVCNxXHp6zouQViRR+Olo3u6rco/VwUgcb76e7icXIPyHUPNu2rdYiuGx5npeKtRCI58pBulBCLDc/aGbzwsnYG3QF0YwTKzM9JxJsbhRPJTz/9JC70jJsIRElsbwGinNDpnmFw6+jRo/sUExCoCZyTprs7QXG5KFU7ifuk6m+DsHB1o3hD+b48xRXHrwSb0uWlBOTyGBUXFwvrEM9R97Lq/naOVUqVHy7HSiKR+I90o4RQbCiprEoDtcLCQtETg+WqGewYyIuvp2VDKXFOPz0zFphxEqj9uQeIuqe1evZQCTcXBQUXXVbclBU9xQctTLR8UIgpVg9fJtUjQWx44h6QS1cbRbISbKoUYGNckXKMfMkGosAOdcdbiUQSXKRlIwRiw73kuNLjhMWquGJk/4ZgVMl0FxvcH2NB2HabPnpaGwKJYtlQ3DOcjHwpBub5Hr15LFC4r+iV9FF+DqVDKz8XH+uuXDi/51ClkgZLbHizDvH8Uc4hZrQo1iFaPRh8ymOjCBQeM899MGYjGG3lJRKJ5KgVG0qGhOIfp8DwteR4X1CyUbiKpDuDq3K6TYKRjcF9Mf5h1apVwhrgT1pruAZfevYqUaqaKuXCeWwpphTLhzJ5Hi6rdZ6PSg+dvsDvmcGmSidVd9cULXfcD4+TItLoPgm2G4WWtXvvvReLFy8WZcozMjJw6aWX4s477+xwXvJ3eP3112PdunXCtXbjjTfiz3/+c1DGJJEcbUg3Sj+KDcWasXHjRhH0yf+5Sva15Hhf4CTCTAxmF3BfdJsEa9XNiZhWEyWttbf76a73SqjxrGrKCZOTqhJESTHHz81JlKt9TmoOhw12VECnTke4EayCXp6uKYpdpaEcz/01a9bg448/FtYN3qYLMdAw2Jqf7/nnnxfnPa1S11xzjfjOHnnkEfEc/jbmz5+PefPm4bnnnhOF5q666iohjK699tqAj0kiOdqQbpR+EBueJcc5WXK1xb/Tpk0TpuVgwn1zIuTFlW4TJSAy0PCzMeaEF25OwozRCBbhlFbK75ExB9wGDhzYVrGTcR48FsuXLxePxQ7chpTEUsRr/hKyqqZd0R/VQ3mcaMHjxuPEffK4LF26VMQP8XyZNWuWsEAEkpNPPllsCow1oYvn2WefbRMbb775phCFL730khCGDGKmBfDRRx+VYkMikYS/2PCsncEVPyd+rngpNAJZ18EbFBi8aHIM7pkXwbBmuO8nmDUTFMtGuAZgKhU7OakqK/uqmjI0RHwIrc6OX3a+BWvLmJBVNfVGKEqVc3+MUaJFge6p119/XYjw/oBi0D02ii6/OXPmdHCrnHTSSXjwwQeFFYaWjocffhgbNmwQNVpojTn77LP7NAbbzoOwLlrn6hnhcEA3exx0E4eJx1qe/RiwueJo+JizvAaOO34DeCkebD9UDssnP8JptUMVFwXD+cdBHef6/Vl/2gXb8i1wOpxQRUfAcN5cqOO9FwZ07DoI+/eu8YBu3pnjoJ7gGo+jqByOL1fBabGKvuuak48BRntvLWB7ZxGch8qAhmZo77gCqoj2DDfHT7tgX7GZX764rZk3BephA/0+PuK6ungDbJv3it70qkgjcMOlXt/H8uMm2DbugooCX6eB/rQZ0GS7yglYN+6CdflmqFRqQAXoTpwC7fDO47E3mVD89MK2206LDdaqeuTedxk0UUaYCspR+eFKOG12scVMG4bcU47tfIzNVhQ//YX4rsTnj41EygWzoUtyFbRrWLcLtYtd35c2JgIpl8yFLrHz92VtNOGXf7ePx2GxwVRZj8mPXgZtlBFFC39CxapdMJXXYdjv5iNxQi66omZzAQo+WA04nIjITMTgX8+FNkKP2m2HcPDDte37bGiBLi4CY/92HnqDdKO4CNqMz9WSIjS46qffWgmUC7bQ4EWR8QSsl8CLKFfZwYAXYwoNXrw5eTDDpS/t7Hsi1BOzv2PlsTdFLUWE1nUeDBy2B/XFc1FdXdNW1VTJ3gh2VdOuCGVfFKVUObcxY8YEfX/MjHryySfbrBqEsRyeLhyl9Twf4xhZhI6ulXPPPbfPY+BkaX5/CSJ+czrUaUlw1DSg5bH3oB2dC5VBj4jfndP2XNu2fbAs3gB1cue2AZyUzO8thuGcOdAMyoB12WZYvlwJ48UnwlFRC+vXa2C8/jyoYyNh27Qblk+XwXjFKV7HY/9wCbS/Ph2qtCQ4axpge/I9qEblAnod7G8vguacY6EenAVnZS1sry6Ec5hr4vdEPWUkVKfPgu2h1zvuo9kE+5croL3pQqhiIuEoKIX9nW+h/svlfh8f26ptcJRWI+Km86HSauBocBWG88ReXAnbmp8RcdMCqAw61zH4fAUifn+OGI/lixWI+OOFUMdEwn6gFKa3voX2/zqPh4Ii+8/tk2zt4s1o2VMi7icV7y5D4imTEJWfK4TJwX+9B+uU8YBHiSSVTouM358GtdElamuXbEHlRyuRfs1JsJTVourTNcj603nQxkWiYd1uVL6/DOm/7fx96aKNGPv39vEUf7MZ9btKhNAgcaMykTR1MPa+stTrcWk7PiYr9r36I0b96QxEpMdj/1vLUfTFRuQsOAbxY7LFprDjia8ROyIDvUW6UVwE7SrLCziD5Oib5qTMYEkKjd50YPVn4mC2CYVGfn6+6KTqbyM2X1DSWtevXy9M0yxARgHla2+UQOw/nFHGZ3M0o7xlM4yt2tKpakL6wA3ieM2ePVt8R7SAsG4FV9irV68WwpRWMKX+ytEgNvzl9ttvF2Kuu43xGu7QXUOXyoIFC0Tchq+ccsopuO+++3DOOe0iIBA4Wyyuf8wWlwXAi3vNtn4ndJNGeH29o7gCUKuE0CDaqSNh33EQTqsNjrJqqNIShdAgmmHZsO8+JCbZLsdjah8PlPE0m4GmFiE0iCo5HjAa4Cwo8foefB6tKJ3fvHWjdYSYzEBsVK+Oj3XZFuhPmiqEhthnTBfZTFyY2B1sCNT6fmZh/ekwHnPrYyYz1D2MR6F+9U7EHtPxO3G0jpVWD1pR1BGdg+JValWb0BBZiSZailyPWUqqoc9IFEKDRI7KRvMvh4R46Yny5TuROqt9PNF5qTCm9Oyep/UicmCSEBpkwNzRqFq7t9PzLLVNqNtRhJRjhvb4npLu0QbTusAod1oXlJLjnJDpdggGDLSjlYFQ2ChZEf40YvMF96qjns3a/G0xf6RaNhQ3T0HTu+J/ndtc3mxfjWjMh1od2VbVlIJNaZIWzKqm3gh1e/nepHvfeuutuPLKK7t9Do+pAsXccccdJ34XL7zwQofnMXuG7QHcUW4rmTX+wN+3+2/c06rI88J40QliJa3S68QkaLzkxLbJU8FR2wj7gWIYFhzndT/O2kao49t7ynDVD4MOzoZml0WguBKOylqok+Nh27RHTK6OmkZo6HbwGI/mghOEpcHO+jEmMzQXtY6HGy0R2/ZCPWawcKmgshbO+ia/jokqygjNGbNge/Yjl5Cx2aC94jTvz+3m+FAQORubYfulAPZtS8TzdTPHAlMndnofTXoStDPz0fzI21BFGIXLxfibM9vGYzhrFlqe/giqSIMQaBFXeR+PO6b9pXA0mxE5ut3dknrJsSj937eoXrhOiAO6RjRRXVfEpUvGUlwNdbQRGb87Vdynz0iCubASlvJa6FPj0bDe9X3ZqhvbLCjeaNhTCnuzGQljvbujusNc3QhDUrvQNyTFwFLXDKfdAZWm/XpQsWIXEvKzoYvtfZVf6UYJstigsPDsAdJVNc++wosjfctM7aM1w33y8LURmy8o6bN0D3irOupPi3lv8LV0xXBl715Ey9PtdDhYNhyqJlS0bEeM3rXIUnDABpvmDegc13bbJM29kZx7VVPluASqxDfPjVC2l2fAqL/4E4NEiwaFBt18L7/8cqfPyvL5TIWl2FOKtS1atEgsEPztekzuv/9+3HPPPV0+zou55YefYLxkPjR56bAXlsP8+jcuc7/bxMJYA83wnA73+Yo6OQ6Gs2bD/MEPYnWvYSyCUQ+VRuV1PI6lP0Fz0Xyoc9OFoLC/+Q1U17vGo73kJNi/XQP7j5ugSk2AamBaW9yFr1AkOFZvg/a3Z0OVkgDHjgLY3v4W2hsv6CSyujs+whLgcAIUB787R7hYTM9/CjvdYB4xLY7qeti370fELRcJq4V11TaY3/0OEdeeJcZjXbkNEb87G+rUBCFeTG9+i4ibO4/HnfpVOxEzZWiHybj2u01IPH0qYiYPgbWyHkVPfg7riGGd3CgKGdefJlxgNYt+Qs23PyHlglnQp8YJkVL+xg8iZiZy1ECXdUSt6tGqkTy943gCfR0rX7ETuRfP6Nv7SDdKcMUG/b6epvBAiw335mb0eXtbiQXKjUL/NS0arATaVVprX4QNV/IUMhwrfehcEdLHzvuVVvH8e7jQaFwkfiBRXsqMtNh3Q6sqgspb1F8PVU0pLOlq8beqabi6UYIZUMzfxdy5c0UqNuM0Kioq2h5TfiuXXHKJEAdXX301/vKXv4hz/PHHH8d//vOfXu3zjjvuwC233NJ2m+cxfzMtL3wqghE144fAWd8sJlKiyUqFKi4ajpJKaIZktbcy2LgT+rNmdbkfVXw0HLUNbbeddH+YLCImgmjHDBIbYVwDYzpUia7fj2PTLthXbhX/q8cOcVlDcl3jUWemwhEbDWdJJVRDskQch/Zy1wqcWJ94r+19fMW5t9AldlJc4k09Igf2T5YCdY1AUlxrMKtrPD0eH70O2vEuk746IQbqnAFwllZ32ieFhnoAXUmu80s7aTgsX7gCOe17CoEIvRAa4rGROTB/tFRYi1TJrvEcWuUaT9ycMYg9ZrgI8GzctA9Zt7a70+yNJjRuOYABV84Tt3XJsTDmpsJ8qBIY1fXxoEsldvoIHLzvXSE2SPT4QWIjtvpm1H6/GboU13FuWLsLJUtd40mbNwapM4eLmIuq9fuQf2fv3HuGxGjU/VzYdttc1QB9XGQH4cJYEAa0xo92nZeSw6iCKCf+QPniufJVJufumpv11Y3C19Ksz9V1V4Kmr5YNJdCUmQkjR44UgsWzOBTrWBQUFIj7aP1g5UpOtMEqhtYXHOoGtMBljYjwogGccMKifh0Gx+29qmrqrVS4e2t4b1VNj0axQQsFBSs3ujO9Wcd4rL799ltR1IvWD55Xd911V6/TXikCvfUZ4opaZdQLN4B18UY4ymvEZOeoqhOrcBEPQbO8LgK2AyUoZFZIa6yEN9QZKWIVbN9XjOwRQ1G7dhfMI3JEICJx1DeLmA1mc1i/WQPttFFQ6V2PqccPE5s4Do3NcPywEc6KGiEGnFV1cNa0jyeFHqFoIyqsJjjW/yLeQ9Wa0dEVmSmpMGn1UBxIqoRYOEurhKgRAaIHy8TYlbgN3YRhYlPG093xyZgxAapDNahNjBUxKI7CCqhO6VyhWJUYC/vGXXCarciMiUfdjl1oSY4TlguOx1FSJUSYCBBtHY8S08GxpM3uGATbuHEvDBmJ0A9o35c6Uo+0AamIKKhFS068EB/mA+XQndZZjFFAcN+aSAPSdFEo3rZHvF/b43XNImaD31fVZ2sQO2sU1K3fV8zUYRg0t+N4qtbtRVR2YlvMhUKCJsInO0D8mCwRFNpSUouB2ZnYsWqjCCx1p2L5DqTMGAZVH68P0o0SZLHhLb6A7oBAWDbYs4NuE07IShBoV/TF2kDfM7u1MrPmmGOO6TGYrzcBohQxDOZTCpwptUm8rfA5Dtau4MWcr2MwLMdEkdJV6fBQYE9Y1vZz13fx1ZjsldCpf4LaOcHv9/csFe5e1ZSreaVap3tV067iXUIpNuhG6U2AqK8wrqOn2A7CgN1ly5ahP1BFR8Jw9myY3vmuLcbJcMZMkZaaojPihox82Otj8disMtR5mNE5ATO+QLyPWgXDguOR/OMv+F38aDQOmoSnR+WisfW5lo+Wuiwfdrtwo+jnT+1yPJozZ8P27ncuf5/TCc1pM4XlhOO5WZMKZ2kN/v3ZJ6jUA5qL57enoJfXCJeGgu31r5Bh0+CWBZegscKGR5d+heaLT4AqIxnqORNge+ULlwtGrYbmgnltwsif43PjFVfBvusgHnn5bVTU14q0WE2aq7qvvaii7T01o3KhLaxA4js/4ndnLUBj0nA89asYMNpEk5kM/dwJML34hWslr1bDeLH38XQIDJ3eMTA0SR+JW+76C1p2l+CxZ99HeU0N4ubmw5DVWsK/tEYEjYJhKjWNInMlMz4JC049F825k/HmqCwoIaDlby+FrbpBWF6iRg9E0hnevy8FujdSZ3ccT4LGiNOrUtB8qAobqi3Y99pSHHhrBdL/eRWQADQeqHAJGCOgMeox6PI5aHxnA044NQ+zJxyPhRm1UKKNbM0WVG88gLF3n4++It0oIbJs9EVsKFYGVgNl8SHGaPiyz75YG7hSZvt5X9J1/QkQVeIz6J5xb2/f3euVSZGre7oNlH4c7qXDlbgGvl8oWpeb7KUwa13m+ght925XEz5EhHN8nwNfPauaKtU63auausd7uFuDQm3ZCKbYCAQ8lrSMKNCSpKR79ybehGjHDRGbO4lagxAa8Vo9MGYobhkxEE8UbUGVrT3YVDH7o7BI/Mkckoeb5pyJaI0OXEv/wdqCx4q2oNFuhfHKzmmTXUFXCjfP8fwhMx/xOgMwaCD+NGkEHi3sOB7GcAgOusaTffV5+ENWvhgPQ1f/ND0f/y50jUczPV9sfT8+BmDcCPx59P91Oj6azNY4nsIC8ZsaeMZc3JSR33Z8/mgd3nZ8dDPyxeYrWX88q8PteI0BV6fkI1ZjAFKS8LdpQ/G/8i2osbePR5/WenzKimDMScWk/7tMvCZS4zJ3/tY6GP+r2IImhxUZ1/n+fZExt3ccT6zagIvi8xGbZACGDcTDc0fhrZotqHOYodW54n6ic1uPT7XLQjxs0ihcPO9CRKpd47nc1oI3a7ag2WmFNlKPqU9fhUAgLRuHmdhg7AKtDAxko9vE14u0v24UTlYUM4wL8Lecuq/74kqc7e35XAaa+ioKPMfh3o9DmWQ5wSrdWpUW6BQeXOkHu74J2dfwdtv/0T14eKwOEwyaL6Fx9BwJ39tqnUpVUwoyfq+KNUgRHnTJhEJsKKXeOc5whundDDBVUOIxrrjiCrzyyisB20+LwyYmwQROplylag24KXOsmFC9MUAXgRtbJ1KFOpsFZoc9YONpsFtdYoOTq86AW7LGCsHhjTR9BG7ODO54wun4mFrHI8QGJ3uNAb9JHSsEhzdStBG4yk1okEaHBRZnYMZjdtrQ7Og4nksSxgrB4Y0kTQQuTshvExqBHo8kxGKDk11vYjaYnUGhwcyWUaNG+VXy2h+xoXSh5cTkmdbqC75YNhhrQKFBAUDrTG/Kd3vbh/sk6x7XQPGhpJLSzaK4XIJRvbPZegh1Ftcqj0T6ELPZ4liKKOcJUKmMQa1qqqSYundnpWVJ6d/CeJj+rmoa7JiNQMAA0/7Ifmpx2PFU8VbcmDEWWYaotgmVq/mvaw52mkjPTs5DjNvEtaelDs+XbIfV6QjYeB4v2oo/ZLWPh4KDlouF1R7j0UfgXI5H23E8zxQHdjzhdHxMTjtertiKq1LGIl0f1TbBU1Asru84nhRdBE6Oy0OU23gOmOvwemXgxmN22vFO7VZcHD8WA3Tt46GgWNHUcTyJmggcH5PXQWgcstThg7rtsCHwRRmlGyUEMRuKZcPXctt8Hk24LKDFwEnPILdAWlN44acIULrCegty64meAkRZRZUTXG8b0PnzfM+4BsYHKC4XHk/3SThQgab7m9qtGsTgw9lldzpg07wJneNq9Aee1iBaOig4KMzcq5oqW2/Og3CJ2TjcaJ9Q85HZOqEm6Yy4MKWjS+GS1KHQssx2K/tM9XiuZDssAZq43MfzeCEFR/t4EnVGXJzacTyXDvAYT0s9ni4KznjC6fgIwVG5FVcl5yOtVXDEa404K6HjeM5JGAqN23gOmuuF0Aj0eNoER0I+UrWu8cRpjDgppuN4To3tOJ5Caz3erwuc8PFEulFC5EYhSpt5X4Iz+ZfBmb01NytBm90JHKVOB8XMsGHDem1W7ypAlJ+XQaAsdOYen9FberPSZJAkN35GjsfTtcDjq0ywvQk0bbDuQb2lvO22ViXqCPlEi/0XaFXlUHWVnB8kREEnjUZ8XhbB4nFhqqYSaEphyGOmHJdAuqK4r8MhZqO/aXbY8KTHhOo+cXre3m9qwLPFgZ+43MfzmIfg6HY8LQ14qii44wmn40P3zksegsN9Ive8fcjcgFeDIDQUTE4b3q7pKDi6G0+RtQHv1wZPaEhC6EYhNPF3JzZo+qfQ4KTsa3BmVyiTpjeB4x5wytLZvamY2JMbRWnUxs/MWBOlsmlv3z8Q8JjQRcRt8ODBba4FHnemkfK48DHF5eJLTMmBxvc63I7xwyDAI2ZVvwq940/ob9wDRPnXs6qp0hbe3RWlHBsKtN5+J7Rq8FwJ95iNUMAJlSt4xiSk67v+vRSYGvBM8Taxog32eGjh+GPWWKQbuh/Pk0X9M55wOj4UHLRwXJ0yFqm6rsdTZGnAK5Xbgh4XQcHxjhAcY5Gi7Xo8JdYGvFcb/PFIN0oI3ChK34au3Bq8+O7bt09sTGnlKryvE6wykXCf7mLD3XLiT8BpT/tyd6Mo8RmcsFmjI1Dt1QPtQ+8q0FQpoEWx4V5Ay/Nz1Fm2o9HasbCQt2Je3dFiL4NOvRUqp+8R8oGgu2wUutQYJ6RUwQ1kVVNaNUi4x2yEiia3Fby3CfWguRFPlwR/InUfz2OM4cjM9yo4Dpoa8URR/44nnI4PBdBLIoYj36vgKLY04uWK4E/sCi2tguOihHyvgqPU2oh3+0FoHElukL6iDoXZ2pvY4OqabaxpvmYLelYdDMRK3t114y4C2PiLk2yghIanZYPxGevWrRPBmqxjEAih4d5iPlgogaYcN61KbJhG6wf3SeHx448/CgHFgEqKEtGUrvGjTu+jNF/zBxPe7/dS7P6kvio1T2gF43FhOX6eOxRlbCLHc4oVbZkNRKtIT5YNWuyCGRNyuMNsB06opZaOnU0PcSIt3gpTgDIr/BkPBUen8QihEZrxhNPxYQorBUeFtdmL0Njab8JHgSmsFByVtuZOQoOxHf09nnCHC+/x412lCJQ+Ywrsc8ZrHjMcOTc/9NBD4eVG8eZW8FZFVKlpQfM1J//elp7uagxK4CbHwhUpJ4TeBmn2tC8KKcZAMD5jwoQJbQGagdxHf8IJUenFwePnXtGUAZX6hGIgra7jGGkV6IWMtTiaoVcvgsY5H/1Fb+ts8HugS4Uby8sr2T88NrTM8Ti5x8Gwwqn7fijUaNUIhyJs4YwyobJexAB9JArNTXi6eJsIlgzVeBjD8ces9vHQohHK8YTT8VEEB+tpJOsiUWJpEq4TBpOGAgqOt2u34pL4fCRpI1FmbRIWjf4UGoeLG+XPf/6zqF1Fi787jGObP38+5s2bh+eee07EN1511VVivvan0nC/xmwQd8sGJy8WCWLhJQZmsi5CMCZTXtBpOWFmCydJlmXuTbfNnuDn4oqV9DU+oztC1YiN341noOmm6rth9oitYn2N3n6NLc7vEeWcC5Wqf8qwB6oRm2f2D+M7KKIpPvjjdK9qyr/8AfeXC4UrFloLeRGhVYqrF/cVC0uV0wpHQXnjjTeKi044wXoX/zy0EeE0nn8UhNd4wun4NDqseLwsfMbD+hv/qw7deA6HbJSvvvpKtC348MMPxf/uvPnmm2L+fOmll4Q3gCUbaBx49NFH/RIb/b6sUkqWc/AbN24UloapU6cG3MrgDicTXlS52qQICIbQYHYHM074GXhhD5bQCKc281WWNTA7OpooexOv4Y7daYdd0zGFNpgEq4IozY2saMof5qxZs4RLiiKDNWOeeeYZXHzxxUJwvPPOOx0apAVzxeKJsmLhb48uzIcffhh33313pzb0EokkPKivr++wcSHRV+gGvuaaa/D66697nbfoHp4zZ06H8ggnnXSS8BBwQRUWYqOrWhvs4Lly5UrxOGtaBLObqeI/pxl7ypQpYhIINIwzWbt2reh0SxdQX9MjexIU4dBiXrikmhZ6fYxlyvtCs30rnM7OnSyDQX+UK1fiYDip07V2ww03iAqcjAGh75PnZbC+U2XFwq6vnrivWCiKLrroItx0001ixSKRSALrRnH2cSOMl1Dct9zuv//+vo3N6RT9k6677jpRyNIbbKnBuc0d5TYfC0s3Cj8YL26K24RBiMFaqXNfTFdkICMVGb+kQE8qSov74uJiMYnw/emm6SvKxNNVRk84UG76AWa70kYJfhfz6jEVVvMK9I72VuXBIhS9Ueg+YZG64cOHiwZodL0F43tVViyffPKJXyuWBx98UKxY/K2gK5FIgutGOXTokFg4K3QVYH777beL33F3sI4QFyJc/N9xxx0INv0mNmhdYA0HujI48TOoLlhQ0NA/Tb853Sb8PxDdZj33Qf+30quFF3NeoPvSzt5XQm3ZcFk1Fnl9rKfma77SYi+GVrUDanTs7BhoQtWIjamvigAIhsvNc8XCYF5PuCrx/B26r1gCKTYyYwDR/VvSiZGt/cHCiZoWhBW9yW4LBjZnaANEY2NjO4iNrrj11lt77PjMWkKLFy8Wiw5P0cJrxq9+9Su8+uqroiQCFy7uKLf9qU0V9GwUJZ6BASVc0bFmQSBKY3cF90URQBMTRQBdGv42Y/N1H/TBM9hUcZv0psW8NxFDSwnfm8fLc8UbDpaNkpavYXVYvD7WU/M1f2h2vAl7w23CBREsQeBLNdtg0NvqoeG4Ygk2aboonBY3uO32J7W7UWUL3WwYbuNJUkdhdkT7eJa07EadI3TjSdFE4YTo9vF807AbNSEcT7ImCnMj28fzXdNu1IZwPP2BkkHYE0888QTuu+++ttuce2jdfPfdd0XsIeE8euedd4qFtZIpumjRImGZ9WdBElSxoXRQpauBKoobL4SBtjIo+2JtCwZpDhkypIOLJpBig/EZTG1l7QmuCt0nf39azHuDkwODZvk+zJypRQu+bd6K7NgBGJ6SgyEJWTA5LCG1bDgcdhQ1L+3ycV+ar/mKXdWCypoPsXnzkA4VTQMZdxNKy0ZvxEY4rliCjVGlRbbezXSs6n9xGM7j0au0SNO0j0eP0I7HoNIiQ+s2HrUGQehv5td40t3H08/fVzhnowwcOLDDbeWaxPlN6UV2ySWX4J577sHVV1+Nv/zlL8JD8fjjj+M///mPX/sKqthgESj6mNxTTb3V2egrSm0LRvV76z3CyaSvAsc9PoOpg95UY19EDS/yzJihSOKXXNVSh9t+eBqVpjocaC7HstKtbc997YcVQnjkxWdgUHwG8uIykBGdBLVHD4BgUNzyOWyOrr+/vsZreJKWuwvJieeguqpW1C7hd8DASkV40ALUF8tEKMVGb1Jfw3HFIpFIDk+x4Qv0EtBSyhR5zuVM77/rrrv8SnsNuthgbAY399UVXQ6BSNdRYHAdXRqccJjZ4m3Vy8f6Ytmga4NuIP5lU7iuJoneWDbcS7SzMiXdTHXNDbh39atCaHij2tyAtaW/iE3BoNEhNy4dg+IykBefLgRIXlw6InWBtAJYUdy8qsvH/Wm+5is2pw3R8V8hLvYSYUlS+pWwfgWtWLyt1K/g5s311BVKg75QiY1AF3wL1YpFIpEcGeTm5nqdw1gFm8HsfSGoYoMXfk8rhq8t332BlgxaA1hDgKuxriaNvlgcmMtM1wbVXU9N4XpqMe8JjwMv8Jw8udpk4I/NbsODa97E3toiv8Zptluxs/qg2NxJi0rCoLh0YQWhABkUn44BkYm9iv041PyRqIPRFf40X/OHZsdPiHaeCpUqvkO/Ev4oKDaVfiUUbHycooOWD67Ou6tGq3xXoRIbwQyS7s8Vi0QiOfwriAabkFQQ7asbhZMMYxoYYc/6AN4KFgVCbND0vH379rZ4k54maGXS6q6dvQIzZShi+Bqas2n94eueWP8+1pftQKAobaoS28ribW33RWqNwupBCwgtIXTFJEfEIkofCb1a53XsdocJZS0but1XIOM13HE4nbBqXoPecVOH+zlOClputKBRvDF4l+nHrEzL747BpYrLhWLO/bOFUmxQJPVnE7ZgrlgkEsmR60YJFP2SjeKtgmhvoSuD1gxerOnS8KVFt7/WFE5CjDdhwGlX8Rk9NUrrTmwo3WC5kqRYUia7t39ehC/3du2mCBTNNhO2V+0XG0c5KS0ThxpclhStWotoXSSidJGuv3rX/4OT9kOv7V6wRQRJbJAW+0FoVXugxpBuv2fFnULorqPwcO/SqjzOzT2AuL9ReqNIJBLJ0UBIe6P0NuWUK1R/Grb5Y9lQanQoref9mRCUyau7oEPFWuLZCO77/evw0uYv0N9MyxiE/XX72m4z+LPWXC82BYMGGNmxgFwnett8zR8sqrdhdP7N5+fTWkSrFzcKQLrEKDyUQFMlvof39TXQ1F8olgPVbVgikYQv0o1ymIkNrkwZEOgt5bQnfM1G4WSkiBlWBPW37Li7G8UTpUU7P4entWRT2S48vOYt9DdZupgOQqMrThzU83uxH0qwS4CYHXXYXfMIShrSoVXroFXpXH/VOmhUOkRojTBqDSJYVqvWCCuNWqUVj6lVOuij9CJrJysnDUyoKS0tx769+zoEmiouFxbaCmZNk96mvkokksMLKTZC6EbxJ2aDIoG1OdjjxFtaq68ChxaL7uBql8GavsZn9GTZcIefl9YSTjB0/bhPMgdqS/D3H1+ErZ9bQicYo6A32GHt4auI0gEZPResC2gxr+7ITSxDg0UPFZxwwgqH04wWhxk2pwm1Nj/jcjQqYIgadq0RGqcW9Q41am3ArhI2DdJCrzPCoIuE0RAFrcYANVyiRk1xA5eAUYRMnD4HRq1v6aIUnlJsSCSSo4mwtmzQ1MyUU6VhW2+LOXXnRnGPzxg3bpzIcugt3iwb/AwMBKVJ39P1U9lchzt+eA5N1v6tZsdR5sXFoqixpMfnntheeK9b+tp8zZ9g0ay4g9gdkD5tTkBth9XR5OYLcm08W9j5xeQE6ry3gBHo1JEYEns6DBr/mglKsSGRHB3IANEQi42egiiVtFa26R4xYkSfgvi6EhuePVT6GrDnadlgcCLFkrfU3GarCXcufQ4Vzb636A0UUz3iNLoi1gCk+nhIAl3MqzviDJGYkp6OooZ6FDcGtz17d8QjH8Pjz0R0hP8FsGTMhkRydCDdKCEUG4SCw1tMBEUIu8IyddGXtNbexmwopcGZzaL0UAkESmEvpUw7u3sqRZQU6DL5x/KXsLfGv1oagWB0cpZPQoPM98OqEYjmaz6jakaExompWRWwO2JQ35KMogYL9teVwO4Mfl3kCPUAxJtmorlKj3W7Non4DiXWg7Urego05bkoxYZEcnQgLRshjNnoSmzQ0rB169a22AZf0lp9wbOCqBKfwUBTBpwGMhCQ78XW9sxwYB8Kz7LPFCKPr3sX60sCV0vDV1IiYtFsrfLpuUkRQKKPXTr7K17DnWb7IcTYYqDTNiAhihsweoAeTeY0lDaqsbe2DC0Bbo6lURkwOPZkZEbNgJr9FfJc3YyVomKMLeJtfudKeq23QFOe30SKDYlEcrQQdMuGZwlv3ubmaWlQMkEUS4Ovaa3+uFHcM0L6Gp/hDYol7oNWE34G9vDw5M3t3+KrvavR32hUKmTGRKCkqT2ltTvm+ZCB0h/1NbrGipqWDKTGNLTdo1JZEG08iCFGYHCSCmZbOiqbIrC/tgZVpr65qwZEjMfQuDM6xWbwPGVbdm5K4CeFR2VlpbDQscOxe20PCmxFbAS7zsbChQvxj3/8Q7gjGe907LHH4pNPPml7nNa33/3ud1iyZIkQPldccQXuv//+tkUA///oo49Etg7PZcZNseMsXYK9xd5kwsEnF7bddlhssFbVY+i/LoMmyiiOYeVXG1C/fi/UWjU00Ubk3nZpp/dp/OUQKj5d2/6+DS3QxEYg7y/nids7bnwBhvQE/vjF7QHnz0DkkPSgjUeMaVsByj9eLV5jSE9E+qVzoYlwKfGq7zajbu0usUTVp8Yj/VfHQhPpW8ldu9WOba+vQtmWQmh0GsTlJGHyDceLxza/sgJ7i+wYe6IWGdPyYIjxHtdW8MNO7P2qvbBfS3Ujkkak45hb5/e4f4fVjj3vrELNtkKodRpEZSdh1G+Ph7XRhE0PdTx2LRX1uOjZGwEvIUwHF25C6cpdUGk04n2G/moGYge5rsGly3fh0NebxfdFbZ537hQkjRvY7Zh2vLUKlVtdY4oZmIRxv3Mdkx/++BbUWg00etd5PPfiecDs/E7v0VzRgK0v/ICGgkpEpMRi5j9d5w4p/HEnCr5pP16m6kYkjkhH/rVz4S/SjRIiNwqFhmeQKIMzuSrsSyZIdyj727BhA1paWjplhAQCxS1D6P7xJjS+3bcWr2xp/3H2J1PT87DPR/fJgGggzo9YXGO/n0UuLM4CtFhSEaEv7/SYSuWEUVeCrHiIzWZPRE1zPA7VN+NgQ6nP+4jUpmB43DlINA7r8bk8b3lecWNvEp5zLOCmlFJnfRVORO+9956Y0AMpqD358MMPcc011+Bf//oXjj/+eJERRWueAsd22mmnie6uK1euFNa+yy+/XIyJryFLly4VpcynTJkiXv9///d/mD9/vmh62FuhxAk87/b2i3rV95vRvKdE3E9qlm6Duagag/7vfKi0Gtjqm72+T/TIbLEpHHrua0QO7ehyHfiHM3uc0AM1HofZipK3fsTAm86AIS0epe8tR9U3G5F69jFo2lGIujU7kXPr2dAY9aj8eiMqvliHtAtm+XTMtr+1RuSVn/ifC8U5ZqptH0PmtEEYlpUN7f7uz6WcucPFpvDdbe8je1bXBfLc2ffBGrHfqQ+49m+uc+1fF23ElH+0H7uDX21G3c4SaL0c84aDlSha8jOm3LcAWqMOpSt3Y/cbKzDprnOEaNn95grx/oa4SNTuKsX2p77FzCcu73JMO991HZPZD7eOye2YkPE3nIDYHFfvoVSt9+BtbYQOw86fAmuLBbvfX9fhsaw5w8WmsPz295E+w7fj5Yl0o7jo/9KJbiXLld4gjG1gXYtAuzQUGADKio1KafBACw2m5a5Zs0bEl/Bi7S2YdWPpTvw7BLU0yNiUbJ+FBjnBj5YdwWi+5g91JrVPP0StphopMfswMbMUZw6LxHEDc5EXPQCaLtpxM/V1UOzJmJZ6q09Co6vznLEcLOBGgctzj24VWtd4/nOiZzO0ntKy/YXvffPNN+Phhx/Gddddh2HDhmHUqFG44IIL2p7DnigUDW+88Yao+3LKKafg3nvvxdNPP902nq+//lq0s6d4piXwlVdeEdYQivZAUbdqJ+KPGdF2u/r7LUg9a6qY2Ik2NrLH97DWNaF5VxHipg4N2Xgafz4EY1aSEBokYfZo1G/YK/43FVUhYlCaEBokevRA1K/b7dN4bCarsEqMunBK27XRGN8+huSR6TDE+yf8qneXw1zfgvRJuT0+104R9eNO5J3Xvn8KAm+ULtuJtDntx84dFZPV7Q4hysTnajbDQN+n20Rqb+n8WFfHpHDpTgxb4DYmt2PiK/poIxKGp0HTQ3R77Z5yWOpbkDqh5+MlCSM3itipVisC5GjNUNJavVkCAkFpaakwA/PCT0ETSDHDz8VAVprL2bGVk0dRUVGnzJd9tcW4e9mL/RK86MmAyDjUmTuv/LsiK9a/GIzoIDVf8xUbStFoykFMRIHPr1GrmxEXeQDjIoF8hxomaxbKGnXYV1uOBmsTkgwjMTz+bERo/a/p0h10ZVB00LXxm9/8Rlg41q9fL1wtgYQWNp6HFL085/kboKCg+BgzZox4zqpVq8Q5S/ePAlvQ061CCwxf562CL1HKwXuDlXfduzrTPdoVzftKYW82I3qMy1xub7EIy0HDlgI0bFri2tdxY4HpE7v9vHWrdyFqVDa0MR2vIQefWsimPogcnomU0yZDbeh+9d+X8VirG6FLbF/E6JJiYKtrFhOsMTsFtct+Fu+liYlA3brdcJiswoWjWFC6oqmsHvooA3Z+8hMqthVBo9NixPmTkJqfid5SsGQHBs4eKtxCPdFSXg9tlAEFX/yEmp9d+889exISRnXcf93uUlibzF26PqIHJiFrfj5W//ltaKOMYt8T7jhTPKaPMWLY5bOw4Z6PxL7ojhn3p9O6HZMu2oC9n/2Equ2uMQ05dxKSRrePacvzPwgVEzcoFamXzQf6EP5XuHQHMma5jpfDpYf8QrpRXITEAM5JmqsqWgKYrRGM3hTcBwM1uRIbMmQICgoKAio03Du2Tp06VWQhEH4Wd3FV3lSHf6/5AM0Wk6uOQz+iVauRGqlDeYv3VvXeOM5P8c6iX6Gm3lqDKIMGarX/hdHUagciDYXIMwAD4zNQ03gx9KrhQa0eSqHN2KSZM2eKLdDQZUPuvvtuPProo6IJ27///W/MnTtXWFUoFihA3IUGUW7zMU8ooP/whz+I8SqCxRuM82Dbel+tCLRGqDStv3+KdIcTTqsNubedA0tVAw4++inM7I7rsoh3gr+1utU7RUyGO4PvuURM/lxJl767DOWfrEHahbOCPh5vRA3LQOLxY1H43NcibStmbKvp0IfrntPhRHNlI2KzEjDmkmmo3V+JFf9aiBMeXtDBwuErwiqwai+Ovfdsn57vtDthrmpEVEYCBi+YJuIbNj+yEFPvWwC9m4WjhFaNmUOhVo6dB4zlqNywH9MeuEhYLQq/24btz36Hif93FmzNFhQu2oaJfztb7KdyUwG2Pfktpv7rAhF74YnD4YSpshHRmQkYfuE01B+oxLoHF2LWAwuE1WXanWciIjkaDpsDuz9Yhx3vrAH+OMXvY6Ucr5LVezH9bt+Ol1cC4EbBEaA2+tUArqS18mLL+hnuTcgCCTMCaOrlRZMrSZYGD1Rbe8Uts3btWhH/QdO4IjQ828w7nA78efGb+GrPHlS2RCDRmIOBMXmI0Qcmy6YnpqTloLyl0ufnD0rwP9gzVPEa7jhRj9qWnF6/3m4fgJaWy9Hc/AcY1COCKjQIA0R7E/Nw++23twVYd7XRiqecf3feeSfOO+880T7+5ZdfFo+///77vRozYzcort95551un3fHHXcIC4iyKQ3wCv7zKfY/8CFqV+8UtykCGn7ahzg3lwVX+bQ+xE5xuUP0STGIGDQA5pKuK7gxvsJpsyNqZMf0csXKwPejS6Nlb3sBu7o1u8RYAjke7o/WDQVrVQO0cZFtwiVhzmjk/vlcIVoih6ZDGx/VFjzqycEfd2HxXz4UW/m2IhGboMRXxOclIzIlFvWHelfVrmj1PsRkJQjx0hXc/7q7PhRbzS+u/Q+Y7tp/TE4yIpJj0VhY3WFCrli3D2mzvbtQSMX6/YjKSmxzj6TPHo763WVw2Oyo3l4IbaReCA2SPD5HuFQoKNrGvXwXVtz5odiqt7vGlNEaQxGbmywCPBtajwmFBqElIufkfCFGekvp2n2IzkoQwkbSN/ptqqAAYFQ8YyeYGsj+I8GAgZrMauHFXMlq4cW9Ny3mvcELKM3Unh1bFdwtG69tWYYfD7pSXOvNLVhf0m7qz45NxMDYeKhVVpQ3l8DKZh0BZMKAHOyr2+/Xa2Z3HfztFU7J+v7rXdYtzfZCxNiioNO2VgP1AZMpDsXFk5CScnK/6u7edny99dZbRQxFdzDAmsGehHEaCqxgy8do6SN0+VEwu1NWVtb2mDs33HADvvjiC/z444+dasZ4wv1w8yTnj2d1mFzrN+6FITOxLcahbfzHToBhfw3sybHCzdBSUAH9mR2f407dqh0YMW+q6IvT4HDFmtAVwhgLtV4rLANiX1ntpoi4acPE5k5fx0OxU/becphLazEwKxP7121E7MT2QjV0qVB80EVQ8eV6JM4b1+VnGjhnmNgUKrYUomxzIdImDISu2oYoixoxfkx+SeootDitaHZaULBkJ3KP61oUKPuPmdK+/5rthajeWihcJLRQtFTWtwmDBHUESrcUIio7EVHpXX9PFAPMOKEwSYuKx6HtuxCRFicsF3ys8WCVCDylZaJuTxmcDgcMSe2/kcxZw8SmULmtEJVbCpEyfiCay+vFuKIzEhBt1QrXVZPRdb0vWbUHMRldj4ukGmJQEun991i0dCeyju3+ePWEdKP0Y8yGktbKwEzGZ9AnHEhLgwItGazTQbMxXSfuLcSV1Ne+rFqVjq18b+7D23spMSo7qorxwKpPu3yvQ/XVYiM6tQbDkzKRaDSgrrkC9faGPjU1y4xORFVLz6XI3Rme5H8V0P5ovuY7FtSaMpAS3bPYcDgSYTafiJ9/joFarUVKSv9GuPbWskELnXsDv66gJYMTPgOvZ82a1Sb2Dxw4IDoNEwrxf/7znyK4WUkBX7RokVgEKCKF5/GNN96Ijz/+GD/88IOoSxMohMtiRseLeKLGiCuuvApN2w/i30+9jYr6WiTNGwdjpit2xnSwAiqmM7YKXMZUxBY14Q83XQCzXo2XK7eg0WGFpawWpe8sc30GhxPG7CQMOG9GUMfD4M+0S+YAH27A2aflwTTxeLyXWgul0suhpxe6shLsdsRNGSosHb4y/jezsfH5pSj7YiduPOV8nPb3P2FJ3EHUOUz46b8/YnepE+NOPhdlPx1yxWGMdb2Orxk7Mx9nTD8GJqcVb+5ZhrqCKmRO9yOvHcCwy2dj58tLse/9NcINNPyK2cJCEa82YkFcPspijXjvxM4XgoYDFULwIQpInpSLhv0VKH3yR1xwxgI064bD8HuXhTcmNxk5p0/A5oe+EJYglVqNUb+fJ2IxumL0r2dj2/+WiqwUXnNHXzUbA5KTcKZmOMo2HMATX36AyrpaRKbGYtLVp7a9rnpHCSqrC4GR8bCbbdj7wGLcePr5mDbzVDx5+0eInpCB4RdOFc9tLKlF/cEqTJrm3/HyRGajuFA5vbUoDSCMlaAAcE9r5W0GhHLSDnR8hmfQG2F0/eLFi3HiiSf2qo24+/szKr+7Cz4D79Kzs3Ddsjewq9q/Cd+9SdrQhBRE6oCqlnI02byn23nDoNFiWGI8ypv9Mx1eNcH/rBKuUBIjaxE2OIHkiGQY9d4/u8MRD4tlHqxW+m81IkBZWfH3J4yjoEuity4NX2B8xQcffICXXnpJCAwGh37++efCzULLIsU+g0YZN/XQQw8JoX7ZZZeJwFUl9fX3v/893nrrLXz66acdamvQbehrQDcXGnz+0Ieu7NJtQOI1BlyVPBaxGpdVpN5uxkuVW1BrNyNXH4crk9vrJLxQsQnF1kakaCPx6+R8RKpdvr8qWwterNyC5t5E8YVwPCN71o+IVhlwdtRYRKtd42l0mPFp0xY0OM1I18ThrKj28XzYuAkVjkYkqCPF/UaVazy1jhZ80rRFCI+eqOmhHl6s2oAL48YipnU8DQ4z3q3bgnqHGVnaOFwQ1z6eN+s2oczWiCRNpLg/onU8NfYWvFO3RVhd+uqu5TjOj+l4fD5scI0nUxuHc2Pax/Nu/SaU2xuRqI7EubHt46m1t+CDhu7HY2ux4LtrXxEW7p6s88q5/+fPr4SBK7M+YG6y4KEzfNtvuBL0JR2tCryouae1KqmvgYArNro1lPgMT6GhjIH0xpXCcbq/f08rS+7r2W1Lei00SI2pCWtLDuCHgwewtaIZTkcKMqMGISM6ExpV91/ZxAFZfguN/NTepa/GG/on9sRnVEBRtbXTKsDhiIXJdA6amm6H1XqMEBqu+x1BiRnyxY0S7OqhFBcXXXSREBCsk0HRT8GtVLTlb5CuEf6llePSSy8VdTaYKaPw7LPPiosbA0sZY6Vs7777bsDHa3LY0OQ2Kce2Tvac9L2Roo0QE74ysRO6UaxO+xE5HovT1mES5KR6VtRYxKi8j4fujTPdhAZpdlhgC9B4zE5bBxEV0yo+KEK8kaiJEFYQZWInjYE+Po6Ox+e8mK7Hw+NDAeI+niZn4MbjzY3i7ON2uBN0NwpXTp7CIlBigxdtCgH3+Axv9FZsdNextSu21Jfg/b3rEUj211WIjRg1OuFySTDq0GStQ2VLVZsrY1JaXrdxGlqVBpG6KBi1RujVemjUWqhVKhyTdaBXp7Na7Vvp8/7EEFmHytoUpCRUwGzWo7BwDMzmY5CYOACRkZoObp9QiQ26UVhvI5jwXH3kkUfE1hW0eHz55ZddPh5ko2cHTE47Xq3ciiuTxyJNF9U2wXMC/6HBFWeikKyNwPy4PES5TewFljq8WbUd1gCll4fbeCyw4/OmrTgzaiySNVFtEyoFxXpzx/HEayIw3ZjXYSItsdXhy+btsIl+xn3H7LTjg/qtWBA3Fqmt46HgoOViVfPBTkJjTmQeIt3GU2itwyf1gR3Px41bcU7MWKS4HZ9zYvKxtqXjeBI0EZgVkYcIt++r2FaHzxsCNx53pBvFRUhyCVhnwz0XvzcwmI0Bp57xGd7ghOKtRHp3dNextcvXtDTg2f2rEExMdis2l7si/ElKZAwGxycjMUIDndqB3LhBgFMlanpY7DaY7VbRYbbR0ox6uwXVJtY9aK99MCOrd3EX0dp4QBVGLhQ3rBo7TKZTUF8/EWZzo/gu9+49KOpZsMgWN67wQyk2PIMwJW4TfEo+BmhdE0a8xogz4ju6W89KGAqNm1H2kKUebwRwYg/X8QjB0bwVZ0bmI6ltgjdijrHjeOYah3awgJba67EwgEKjg+Coo+DIb5vgY9VGzIvuOJ750R2PT7GtHh/Xb4c1COP5uGGrsFgku43nuMiO4zkhsuPxKbHV47OGwI9HQQaIhlBseJYr9weutvbs2SOC3ZRCWn1pM+8NpWMrW9tnZ2f7PK47Fr+NWmtgm3/1REVzAxrMLZiRFYfN5f5bGo7x7eN1IiGCEd7hKTbUyITVegIYVpCdnSC+Q6V0OIUH42+YvszzkBuFh7eGacFCdnztmhanDa9UdJzg3Scqz9uFlga8HoSJPVzHQ/fFZx6Cw9O16n67zN6AhU3BWbETk9OG9z0ER3fHp9jWgA+DIDTcj89HHoKju+NTamvAp0EUGpJ2gr6s83YB760bRYnPYGof4yf8WR36Ijb4OIuNcTJiRL+vQoO8tX0FvjvQ3nuiP5k/aCDKmv0XGizg1dvW8JG6sElD6YQBs7ssHc7S3XSJTZs2ra0p2rp160RgLwUmG6gFI1MqENkoRwuc4GlRKO8hMLrI2oDXqrbBEgQ/eziPhxMqLRzV9u7HU25vwBdN22BFcMejCI7KHsbDif3D+m1BiYvwPD60cFT1MJ4yWwM+aQj+8VHcKM4+boc7IelqwYu8vxd0xmdwQqAFgZOFv+3nKTa62yczVlg6mhVB+f7dlWT2ZE91Kf654mOEghmZ2dhb63vfE3cmdm6C6TNatW/dY0Nh1dCw93sP0JLBuAZmosyePVuIEApjCk3Wk2CqNi1cFAaBjl3ojwDRw51mhw2vdDPBM/vjtcrgT+zhOh5Tq4WjK8FRYW/sF6Hhq+BgNsoH/SA03MfTneAotzXik8b+OT4yQDTEjdj8ERusBbB69WphyaDFoTfdMrnPriwbvPjz/fm+XPH6E7xnslrwx0WvwWTre7qdv6RFRcPm7F11vJMG975Ghk5thFMVfsGhilXDV3eIErPBc4NF2tytHrzNbq3BsHoo5col3cNsB07wFR4TfImY2LcKH/3RPB6msFJw1DiaOwkNBpMyxqM/YbYMBYfnBO8SGlv7TYi5j4eCw1OQVQih0f/jOdoJazeKUt9i8+bNoh+DsvrsDV25URQhw5Q+pujS6uILHBvf7z9rFmJ7ZSFCwYS0ODT1IkaEX/qolN67QZIi/GgM0Y+oEAMdxvv8/K4CRCk26ULj+RAMq4d0o/g/wVe2TvCl1iZhQWDwphxPq+BoahcclfYmfNG8rd+FhqfgUCb4cnuTcJ30txDzFBw1reOpsDfh48b+HY90o4Q4G6WnFSLFiFLenPEZfV0JeooN946tFDIUG77C13L8q4t243+bf0AoOIWlp+v9d59E6SJxzvAsaNS7er3vaH2IW712gR7HQKXy/ZT2JRtFsXpwU6wSDDLlxoZnnhkuPRWN47lDsSHdKL7DehdPlW9EuBBu4+GE+m5j+Iyn2WnFK7XhNZ436kM3HpmNEsbZKBQYXD2ySqGv9S382Sf/suw4zeTuHVv9sWjUtDTiz0vehjMEp8Ho5FQUNbI2hu+onEBu/CAcqq9AZlwR7H0Ytl7je0XT/kMDPab79YrepL7S6qFYPngeMcaH55GS4RIfH98mPrrKcJFiQyKRHG2EzI3CC7U3E7Ti1mC/ht7GZ3Rn2VA6tvKC79mx1VeLBq0udy//EKVN/Z/6aVRrkGAwiToavpIWlQajNgVrivfhinGpsDt9b1bmiQoqOJzlCDfoPlGr/Cvj29c6G72N9Qh26ivbyJ911lliLCxtzP4oS5Ys6fAcuoFOO+00IYj4W/vTn/4UsKq+EomkHelGCbFlg/ACrMRIKO3n6drw163hC5xUKDC4AuWqkx1b/emTwolJ2T7dsxFf7duMUDAnMxVFJt9KoUdqI5BgTMNPZa6qokMSYpEYWdAnW4zRyeZl4ZeJorFPh0Ptn3gIdFGvnqweFLZff/21+D+YFURPP/10DB06VJQnp3XwscceE/fx98Uga46NQoP/r1y5UqSSs1Q5hb3SF0UikQQG6Ubpx2wUT+uGIjCU1R5XVHSbFBUVifiMQAsNJbWVhcBYcZTFwHwVGorbRLHEFDZU494VHyEUzMke6JPQoArOjc1DVQvahAa5anwinOjb6jVG61sDrv5E7cyF2pkpziN+z6zHwu+ru7oqShfgYFUQ9Wb14GTOzqrk2GOPFY3OKEgCCa0oFDe33347xo4dK0THAw88IKwpbP5Gvv32W1FP5o033hBBsKeccgruvfdePP300+L4SSQSyRFh2XAvH05rAwt1GY1GcVFmwF0gUTJa2IGPIsafNtmK20Rx99B1cduSN9Fk7Vup9d6QGROLFlvP7osYVTQazMDako49Uo4dOABarX9xHt5Iig+/4NBIzbHQavRt35UiDt3PN2VTUIRIf5UrpyWDIvf1118XLdyffPJJ0bY90O4UWu1YXv+1117DxIkTRV+f559/vs0tSeje8eyOfNJJJ+F3v/udiGWaMGECAk1iJBAuOnWYq0N82PDSWQg77g5N3HuX7Knu/WsT1VGYrh/cdnuZeTfqnb2r9NybAgeyN0oIxYay8quoqBBCgGbnvqS1+pLRwoutr22x3YWGYmrn2J5a9y02lRWgv2GVzzEpUShs6Np9YdAYkBqZiY2l+70GrZ6cF5g6IGy+Fk7nvRoJ0KnyoVK1iwnFaqGID25KPAK/Rz5Pud3fvVFoYaCwplvjzDPPDPj78/N99913OPvss0UGFz8fz326b5SOr+xg7NkdWbnNxySSIwk9tBigaY/n0qk0/eqXkG6UELpRFEsBg+cYO8GVWKCFBi/qDDTlhEPXDFd4vhZk8iY0OIk/vfFbhIJTBg9GYUNJNy6TXNSbtdhQus+r0Dh/aDo0+j4sDVqJ0sXBid4HlwYDg3oWVLx4uKEU6qKVjN87/9J15x4rpLgLlDic/oLCtzd9WOgW4Wu623bs2CHO3euvv14IjGXLlolgaAqPM844Q8RmSCSS/kUGiIbIssEV5datW8UFf+TIkUGJz2BQHmNA+N5spqZMPr6IDfdAUEVoNFhMuPX7N+AIwTc+LjUNB+u819NIjkiCxa7H2pKu3SMRWjVm5DXDFoChJxi5Mq5D+KCHQXVMj89yd6Hwe2VMBy1qTFN1t3oo37di/QiW2OhNQa9bb70VV155ZbfPYel1BoV+8cUXIhaEmSjkmWeeEbEir776qhAtDAylCPHsokxkN1qJRHLYiw3GZ1AEcLXJCy7/BppDhw6JFZ5nx1ZOHpxkukIxtyuCRJl4eN/Dq7/EofrqXpf37i3ROj1iDS2oNnVUCnq1DmnR2fip9ECPKbC/nZQLm7N3vVM8idKFpLp9lxhUk6FW+ZfVwe+XFWkpPhkcqcQOKa4XxcqhCI5ACw+lxoa/lo2UlBSx+WLRI55jdi9qx9iof/7znyLNnBYQQjFCccJ4EolEEjikG6Wf3SiMz2BgGiP0lfoZgczrVzq2ssaAt46t3XV99QwqVFa3vP/2JZ/i32uWwWKPQk5sDgbHZCFOHdkvZq25OemoNrVbErhPjqHZasT6kn09Co2M6EhkxRUFbDzh1nzNqJ7Tq67BPPcoNCg4eF7wtuJu4ebublEyXPg3EO4WioFgpr1SSDA244orrhCiir8H1tBgSjnTXcn8+fOFqLjsssvEc7755hv89a9/Fe6XYCwAJJKjGelG6UfLBss686LH+IyMjIxed37tCk4GvGiazWZxsfV2Me/KjeIen+G+iuX9d/zwGZ7asFTcrmppwqqi9niF5IgoDE1MRqROg+qWGpQ21QTU8nF8Ti7217W7RxKNCXA6I7GuxPcA1WsnpsERIKuG2qmFA5UIl8byWtVwaFQdgxx7OkeUrCemhHqzVij3KWJDEaCK1cMzyLQ3Vo9gd3ylmGcw6J133onjjz9eCCz+7j799FOMGzeu7fPR1cLsE/5eaGWkOPnHP/4RtHFJJJKjm34RG7yYsc6A4kPuTefX7i7enER4AWcgaFeN1LxZNrwFgir337n0czy5vuv8r8qWJlS6iY/UyGgMSUhGhE6FqpZalPVBfAyMjUeduVj8r1VrkRmdg5/KDsDm8L0mw4S0JEQaOqa/9oU4XSJUqvCpHGpUHevzcylCeY7wPGTBOF8Fgmesh/vWU2ptKJuwTZ48WVgruiMnJwdffvllUMchkUikG6VfxQbT6jyFha+dX7uDrhlaNAYOHCiKF3XnB/fWiK0rofHXpZ/j8XUdyzv3RHlzo9gUBkTFYEh8EgwaFSpbqlHRXOeT+NCoVBieZEBRQy1yYgeioL4O60r2wl8uHkPrTuDawCdFsxFeeIgNNVKgUw33WWhs2LBBpIFyhd/b+AtP4aG43vy1egS7VPnRil6lCauW4VpoYAtk51WnyjXjqMNj2lG32jgdR8Q0GHyc8jD1j9jorj9Kb+DFndVA9+zZ43Npc1743esuuFeQdBcad/34BR7zU2h4o6ypQWwKGdFxyItLgEFDYVKNapP3+IdTBg9CjakSKZHZWF96sFf7Pn1oJqA6hECi1/auCE6wYjVYV6MnWBacQoNZJ4xRCFR6dVfuFl8Kisn28oHHqNLiwrh8FNvqsajRf2EejLoO8w35qHTUY7V1b2CERvFI19/Mn11dFUMsNCZhpPi7Dj9LwSEJ76JedHd0lx3SFUrHVrb49qdjKycGdzO4eyAo4UTx92UL8ejaxQgGxY11YlPIjInDoPhE6NROlDVXocbUgIkDMoQC3l/bBKujdymmWjVwfJ45IKmu7agAVQXCARWMMKim9Pi8lpYWITQSExNFinWg67j0ZPVQrGbu5xufw0q2wQwQPdowqDS4IG4MUrVRYuNp/10IBYceGsw3jBFVK7lxPGv6IjiE0BgBNCW6bhePAjJCJzjYiHESRmAAXOOZjFFYLwVHt0g3ShhUEOXK0x8U3zthYBuD/XyFkw1N3ZwEPE3cnBzuWf4l/r3me/QXRQ11YlOYlpEJq6MZa0tcsRq95dfj8mBzBi5WgyQaU8LGhcK6GipV9xkTdFVQaDBVNBgF47qjuyBTimvGUrAehiQwpGljkKJttxRNMKaLwnbfNwYmMNpfktQxSFC3j2e41jWetdZ9vRMaJRQabvXVW2IBSwRgcKU4h0ZotI8nEbGIQgQa0P/jOVyQ5cpDWEG0NzEbdXV1InWWJmhaNPwRGhQTTOnjxZ5VFX/55RdRY0Axff9j+Vd4ePV3CBU5cbGI1jeKjJa+kGDQY0RK4ESBzR6BgppBWFsYj1UHB6PFGurmFipRMbQ76KZYv369iBPqb6HhDSW1lue7klr66KOPhnRMRxIF1lp8Xr+jw8p6ojEDx0eFRtCVOGqx1LKjQyXfEdoMTNH5OR6+nEKj0U1oqO1A5rYQCQ0IoZHmJjTssGMNtkmhIQl/N4qvMRsss8yOlYMHDxaN1PyZQBSTNvuizJkzR4gWBpYyFZeWko9rD+HlELWLJ9mxsRiaqEZFc22f3+u3k7Jhd+7ts4JuNA/A7uoIbKsoRFJEDTSqOuyqcWBdsR6TMwZjQnoJInT9f4HRqcZAo0rqNjOJFo3MzExxroRaaCjw/GOaKc/hH3/8UVbpDDC7LFX4omEnTo8Z3ha4OCnClWK/uKn/LRwH7VVYZtmJ2frhwhpARmpd41nni4WjK6GRsR2IaI8D6y/4CSZ6FRrbUYP+H8/hhrRshIEbpSexQaHAINCCggJRI0CpdugL7oGg7hknLHjEjdkrd//weUiFRmZMDEYkaVDe3Pc240MSYpEUVdBr357NoUN5Qxa2lDeiuNFVuppkREejpNXiYnFYsLJwL9YV6zA5fRAmpJciUt8cFkW8GhoahNBgMTe6KcJJaNx0002iPDi7vB5OQuPZZ58VG4OxCbN57rrrLtGSvi84rHbsf28VarcVQq3TICo7CcOuOV48VrP1EAo+Xgen3QG1Xoshl88Wj3uj8OvNqFixS/zOf0mLh+P6BTgzZYwQHC1ldcgpNCFnSykW7liPoVfNhSHJexbQ+9e8Jcah1bsuh/nnj8egWYN7fMwdp8OJda+uQdFPh8TYU0ekwXHDOTg2ciScNieKNxdCV29C84YDiLw+t+uDwx9w6XCgMVncrKuz4NvvDuKFhR+g1lyBV145FqNHJ3p/qdOJE05YiI0bK1Fb6yptv39/Pc4//zvY7cyYcmDkyHi88MIcJCT4VryNv6IJGI50JKPyUC0KNpUgZ3I6dqUfRDXq8cofPkddWSMMUa5u3eNOGorpC8Z6fS8+78vHl6OqsA4qtQqTzxyFaeeOQW1pA5741TtIzWv/XBfccyISM9tLJbjzyXUdv5NR545H7kzXd1K04SA2v71OHEeH3YFRZ41D2gmdY7way+qx7JHvxPfG58VlxWPqdXNgiDagpqAa6/67HOa6Fqg0aiQNTcGU38yC1tC76VLGbIRBNkp3bhSlhwonEdbP8Cdd0F1kEPeME4X7V36DR9b3Peukt6RHR2F0ilbU4wgEV41PhBP+V/hstiRhX00ctpQVwWTvGOsxOD4DJU2ds1qsDitWFe3D+hIdJqUPwsR+EB0qRxo06kGuq58HDLpkLA9rR9DyFS7w/GNPk6VLl2LJkiXC4nI4kZWVhQceeEAIc/6m2FvlrLPOEi0HKDx6y4EP14gV/8R/XSh+l5Y617ljazJj138XI/8vZyAyMxF1u0qw64XFmHDvgk7vUbu9EOXLd2LsnWdDG6HHoc834us3F0J7tR7zNblo2FeOpEl5uGDSICRsysFbr3+CUX/oWiTNve0EJA1K9vsxhV3f7UDVvkqc+e9zodaqsfKZZVj4yRJoztdgpnYoEvOSoNZqMM/hhFkXhQ3WA10LjYb2svSLfzgEzcCfsWj5LHzwwT5ceeVSrFt3jtcx/Oc/WzF4cKwQGwoZGVFYvvxMRES4LvU337wSd9+9AY8/PgO+Co0MpMDSbEXlwVroY3X4png14tLbr8cnXT8dI2bl9nhNfvdv32LmJeMxeq7LpdRY3X7N0EfocN3/zoOvzLrlBCTmJXfax8onlmDePacjITcJjeUN+Pym9zB11jjAwwMckRiFE+87s01ArH9xJba+uwGTr54BjU6DKb+ZKd6DQmTFY4vx8yebMPbCyT6Pr+O4pGUjbC0bDPDjBY2+bgoNlpD2FffW4sRbrYMHVn6Lf67svuhRMBkQFYmxqQaUNvW9EyuZnT0AWm3Xzdg8cTjUqGzKxvYKC/bXlXRZj8Oos6Gpm7Aaio7VRfuwoUSHiWmDMDGjFFFBEh0Hdg1AY80KEfTJKpnMMuF3S7cYhQatGRQb4SQ02PSM1Txp0QinsfkKO8W6w34qtHSwm3JvxcZJxkEYMCEFKccMhVrT+ttsnTOsRhNq/5iLlHGtloNkoMw5FonGHOiiO8ZoNQ2ugu2WYxGX7Up7ty6YjOrNBRgQMxymynroogzQtK58TxgzEYcWbUZpo6nT+8zUD8Wsa29BRnYWjBGd48BmXZvW5WPulA0bAm2+Fkmxrg9z7mXjUbW3Arl618QamRgFa4sr+260Ngt2pxObbB7VgEuHdRAaLS021FTbcCW/h10qnJc/C80n70bduhzExXW8JlbXmDHEkY2rf5uOGcn7gV2uOjTu9gs2kjx3zGDo2ONol1v13cSDQHLnNPvxGCaEBkXQgS0lGDg6DYU/l+G0zJmIB+vuAMMuyEbqoMS2211RX9WEoVdkY8RMN1HSasiwxFox5oZBGA/XmHfhoNh6i6XJ1dHZ2myBIcYAVWuwtjsUFAoUFDazFVqjTtyOzWjPcOQ5mjQkBXUHA7MoPJoJu5gNbx1bfaWrQl3uPLjqW9y74iuEitTISExIi0BJY+AKbp01Qg1funaYbbEoqE3B5rJSNFi6L3s+JiUXlS2+CRiKjjXF+7ChVItJQnSUIUofuFb0KkQjf8RFqKlpQGVlpQjwZbAvC3XRqkFrRjhN5jz//va3v+Hjjz8WFo0jIfuEv6v3339fBOAyE6wrGAfFTYHfjzvWBpNY4TcdrISlpgkqtRpRuckwxEdBY9TDabXDUt8MfWwkTFUNcNocsJusnUSCNjoCzUU1sFtswt1iKq8Tz3XY7NBGGWFtNMHWYhFWD7pUJg0diY+qKjq9j0LptmIxqRrjIpAyLKVNqPT0mIIx1oi6wlokDEwULoKGsvo2ceGNXG1yZ7HR6jppu9loQ2SkFmq16zrGy1l0tBaNjdYOYsPucOLHpSU49th0qL1c8+hC+fjjA2hstCAx0YiTTu7YN6or6DohZfuqEJ0Qgch478eu6JdyFO+sgDHagMyRKTBEdl4cmhrM0Ok12LexCOZGC/SROmSNSm17Lif8Hcv2CyvAL9b90M7VtotRL6x64gcRhJs8JBXjL50qvhte72nxWPbwt9AYdLA0mTHnTydCo+0sNsRxsdrxze2foKmiAfE5STj29pM6PcdmsmLvdzvEPnqLdKOEYVEvpWMrswhYFdQffBEaD69eJDJPQkVKZCQmpUeiuLHdzNlXLh6dAwe6Fg4OJ1Dbko0dlU7srCryydWiU2thsvkvhmwOm0t0lGhbLR3liDa0V1XtLQbVDGg1RqSkcEsR33VRUZE4V5jdwd47FCG0ePDx3nRVDRQc23333Ye3335bCI1hw4bhcIauTIoLpqnzuFJAddcZ9v7778c999zT9Rs6nEI8aCMNiMlLFaKgZstBJE0eJCbxuFFZaNxfIeIedLER0EYZvLrODPGRIpajdtsh8bgxudW/r1IJgRE7LA11OygSnDAkRsPstAkR4I3sqTnQGXXCf1+5pwIl20qQNTG7x8fcicuMF+Li4LoCIQ4ik6LQ3M05aHF6MRkyCNTuf4Lgxg2VyMuLEXEYDQ2dBY5Go8L55+cJ0bFiRSl++bkG48d3HWitwAqo9gYrakoaMHyGdzGfOyFDuEBI+YFq7Fl7CKPneolpcTrRUNmM4bNyERFjQEVBDfZtKMLI2XnQGbUYO2+ocGnYLXb8+MZPOPBeMWZePN7rPk+890xEpUTDYXOI+IxVT/6A4/56ihAs2z78CbP/NB8DRqejak85frj/G4x6ckgnN4o4LjoNTv33eUJ0rH9xBXYv+hmjz27fJ+9f9uj3SB+fhexpvXfPSrERJm4UJZBz586dKC4uxsSJE5GU1PMPwR334kldC43vcPey0PWCSI6IwJT0KBQ1Bq44VoRWjSmZdV4LeJnMBhQ3ZmJLeRWqTf5VE81PzUFxHwoj2Zw2rC2hpUPTKjoqEGPobdS6Bkb1jE7WL2YTcdJjYz+upFnkjVlGDGak1czd3aLUvAg2PI8ffPBBvPjii1i8eLEoJna4Q+G/adMm4a764IMPRMM2xqB0JTjuuOMO3HLLLR0sGwza3Xr/p8KKEX3aHKg3lWPUpPkAM7DUwP5fNiA1sQFRA5NZFQsYyleq4bS1YNenS5CXPh36Zi9VV+O5uSbnlpJDKNy8CflTY0UmCsWHIkBqW5rwwmcfY8h9Z4vbe5bswvZPt4r/Hb86EeOmjwZa52hzshkr3vsRx+ef6LqDp05Xj3nC+TjHNZ7t2/egcO9BmOdEYZQ2oy0rhTQ7zfjRsqPz6zO3A4VjAIfrskwrRl1dC+xxBdBoOeE48eGSH3DMadOApPbj8d7i1agoNwnR5bA7UVVtwtLtq/H4Y9MRF9fuSOFHSR1Zgyee2IZnTpjdvt+IjgUEX3ttF577x1YsTFqOO397FSwtVmxb4roeNDWa8PEPP2DU8YMw7JiBHSfxXOCD/30P+xRHW8CowsGmUuw8eAARMS7riDXNhveeW4SLZpwEDS0YyjD1gGGEDge/KMXMi113bf5mF5a+4/q+hp82BoOPd7lbGBsz4vR8fHbDu+J2zf4qtFQ3C6FBkoakIjIpGvWFNaA3qCsoOvieq5/9sU1sUMgsf/R7RCREYtJVPce3SMJIbCgt29t23NowjSsmpgR217G1L4GghMW67l62EKEi0WjEtMxoFDYEtgrntRNZwKtdFPDwllbFYm9dBPY2VMLei46vsfooVDQHptS53WnHupJ92FiqwfgBeZiSWYVog39BrHrVeKhV7T5UCgqutjmRK2Xqad2g6ODGc6GmpkY8j5YPdnuleKXw4OZPfRZ/4Ln42GOP4amnnsL333+P/Px8HAkwXmrIkCHi/0mTJmHdunV4/PHH8fzzz3t9Pr8Lb23q8+84S1gcaOfa/uNaHFi7ColjB8JUUY/Nixdj/JxEGJpbYKlthj7edQ0o+GgdWhprUGMYDjR3jm9Snms327Djf98gbdIQnKKLFdkodK/QUlJvN+GBF/8L/eRMaFqDAYccN0xsxGqyYn3tHpGFQLZ9uwUHqw4gxTZCPMZJx9tjntgsNrEq53NN9SZ88+xCTLv0GAxQx3YQGjWNDdhq3opGZ7urqQ1jo0twFFFwaERQZ3p6DNYtb8Yx51bjww/3YmflVmSMoRprPx4Pv9geeHzgQAPGj/8QtauYjVKOgoIGpKRECHeMw+HEfz9ajTq2HkjqOqDz8suHYd9A1/E5gBIcM2iM6PVCdq0swCkXzkDh4HLstBeguc6E6ETX9/Xz0n1YtmcTJkV1FqKWIVZ8ev+PSDw3HrEpUdi+igHmv2CqZgyaalpgjDFAo1XDZrFjybfrkTak3aU07qRhiJoyrM2tQfeInhYvjm/ZHiTkuRankclRiHEagFIzkGZAQ0mdyDqJTu0cT8LgUbpeaE1JQCR2bShBQo7rfWghWf7od+K7nHbd7D5bSWWAaBhYNghTAul7765ja28DQRstZvxj+ZdYV7gfI6ISUG4zodrcvz0+YrQajE/UBlxopEdHIju+ULhJ7A49DlYPwMaiKtQ5OJn7n5WiMDQxFUWNga1AStGxoXQ/NpVpMI6iI6MKMcZ6v9NdWYiNQoP9cFi0yxs8DyguuHFVzhgDCg/WaqH4oCuAVg9uPO8C4W7hOfj000/jkUceERVCJ0yYgCMVijn3mIzeMPjy2dj98lIUfLBGuD0GXzYbhgTXSv3gJ+tRv7tEuC1iBqViyK/bu/sWfLJeiIv0ua7JbPujC10XcpsdWbNG4qazFiBd65pY6neWoKq6Bo9/+i5subHIXXCM17GYaluw+MFFYn/8HmPSYjH75uN6fIwsf2opBk7NwcCpuSIY8au/ftG2qBp/5nhcNfNUJKtd4zmwch+qaurw8Nuvo+ldC9LHpGPOH13pvh1gHQ0W7moVHHNmp+OHH4px92+b8eVPW/Dyy3PF037zm6U488wcnHlm91kgW7ZU484714n/KTYmTkzGE0/4vlKvRYMo3DUN7YJjYFSaKFe+0rIVb93xtXA38HNHxhlx0X3tcQ9LXlqPmORIkeJKV8vpf5wtni9cW9F6nHfXCeJ5B7eWYsnL64X7iZaZ3IkZmH2p999QS20Llj2yCE477TxOxAyIxYybXN/JgIREPPSPP6FiVxmefvZDVNTXYvJvZorME1K1p8IlOJOB2oJqbH5rHTISkvH7k8/F0DEnYMMZFaJ1XsGKvTi05gDicxLx1W0fidcmjxiAqdd0X1CwK6QbxYXK6W5uCCJcYbrvihOAUhfB3yZZ7g2vurJmLD6wEzd8+x4K6jquiLJi4pEdmyAisw/WV6OksfcTc0/E6vU4NicBB+vb61YEirvnDIITDdhbE43NZYdgdfStgy7JiE6GE1Udqh8GA7VKjXGpOcLSEduN6NAiF7Ham8X/ZWVlwgJGi4E/9VY8z0HF3cK/PHcUdwvFSW/cLTwX//vf/+Lvf/87vvrqK8yYceSYXOkSYU0Nxk8xBf2tt94SbiIKqhNP7MKV4AHdKOxfNO2pK4VlI1gdXxfEjUFGq9AgjQ4L3q7bglp755YIw/zz0voNJ+UTDWOQ0io0SLPTgm/MW9Dg7Dyel87y8iYtMW2Co43oKiB9R7/0Rbn7h463ExDTQXCQUlRhAzpWSw0We3pI3ItWGXBaxFhEtbYyaHKasbBli7AgpanjcGpEu6Xx05ZNqHI0Il4VKe43qlwxJ3WOFvEak+I38wJF5XuXvSLcirGx3uuAeJ77l79zJfRegmb9wdJswWsX+bbfcKXf3SjuHVt5cafY6E1F0K7iM2pNLfi/Hz7Fq1vXeH19YUOt2BTSo+OQE5sg3qewvhaHGgKT4hSj02NuTiIK6ksD8n40DSdHxiNWH4P0KCNWFtbjYD2tJYGzmKRGGVHaFPwLh8PpwE9l+7G5XI2xqXmYmlmNWGPnxnOGVqsGrRLMQBk7dqwQB31xCdD1wo3nT21tbYdqsozvUIJMfXG3KLUnWOjqiy++OKKEhmJJuvzyy8Xx50WTx98fodEf6KDG+XGjOwmNd+q2ehUawUYLNeYZRncQGi1OC741b/UqNLrEw8IhYEXRkuGtggP9Sk2rheMYjIGmVXCwouhEDMdGIThCCwNuW5zWNrER1So+KB68Ea+KwCluQkMRhFZh2wgs0o0SAjcKL/Ds2MrMAfY3YYqrP23mewoEXbhnG25e9AFK3Lqr9gSf6/781Mho5MYnQatSiy6tBzwsI74QrdPh+LwkHBA1LPxDr9Yi2ZiAGGMUVCoNWqxWVLU0oqSxFlWmGhyTEYk6635UmP3vmNsdwxKyUNpUiP6EomNT2X5sKXOJjimZNYiLcAlBNeKhV40VQcN0f7CCrL+Bw93B84fighszRljbhcKDFhQGK7MHj+Ju4UrC81yj0OBK/y9/+Qs+++wzUQr/SIOBruFOlj4OGdr2lV6T0yU0auz96y5VGKCOQ4o6toPQ+Ma8FfXOXoxHCA7GcIxuFxzs/mqOAoyBSy33T3BsxzSMbhMcdKfEIAr16P/xuGOBHV+3bMUpEWOR1NoIj4LjVGM+frJ2rNkRr47AVH0eItyERqm9DotM22H3qYiAf0g3Sj+LDa4c6TbhRVrp2OpLyXKiWESU53oKjYrmRtz2/Uf4YMdPfR5neXOj2BSSIqIwKD4Zeo1GuFz21Xafthqp1WJeXnJrsayuPg+DRmOREBEDvdoAuxNoMJtQ2liLMlMzypq9WyzmZGfDiWJYHIFV3zySGk1LW9R9f+OAA5vK92NLuRr5qbkiwyY9agaKikqE1WH8+PFCFAQLnksUF9xyc3NFDQ8KYm4sGMbzTQkwVdwtrDnxxz/+ER9++CGOO67djy/pX/ZbavBVwy6cEjNMrEzfrQ2d0CBFjhqssOzCTP0wmFotGr0SGgoR9a6eKMWjXV1gKT5CIDQUWKJcERwMfF2L7SEXGp0FRz4SWwVHtNqIGQZXgLPCLMNQaNx6kJbZ6/GtaTtsQRAakhCIDfrb2QyNwX2Kb9yXzq+egaCcGBShwfve3/ET/vT9R6hsCc4JX9XSJDaFeEMEhiSkwKDVorypAbtr2kVBhFaL+YNSsb/O1Sae1pGUyEREG6KgUWlhsdtRY2oWVop9dfUANx+ZkZoKu7OwQ3fLQJGfmofy5sAGhfZWdGwuP4ADtXG4MCMH+/fuFsGW7GXTn7Byrbu7RWnet3fvXvz5z38WFjnWhGFQ6EkndS4EJOlftpvLxYq0wtaEqhAKDYV99nI4LA7UOJpQ1xehoRDZKjicaiDSd6ttsAWHGmpUIvTjcccMG77yEBzuwsLzdrm9IehCQ7pR+lls0AzuLhRIT5YNb43UFIobaoXL5Mu929Gf1JpbsL603SwXozdgaEIqYgx6ZMXoRDXNrJhsVLY0oLSxDhUttIT0rYjX/JyBaLAfDIopzaDRo9ESuLb0geCYuDnYv7dQ1FxhrEAo4XmnNO+ju2XLli349NNPRXVbdnKl5eWhhx4K6RglwA5z4ArlBYID9gCPh4IjjKDgCFcUwXFqxFgkqLsupVBhb8A3pm1BidNwR7pR+llscLXoKSy6azPfVSCoCMrbukYEgdaZ+z8AzJMGixnNthbotY1YxuIxAeasYYNQ3hy8NtljUrJR1IcCXoFmcOQwOMvUmDRpYthFXTM4ksGgr7/+Oi688EJh8fAsxy2RSMLLwuFNcFQ6GvF1PwgNIi0bIchG8aQry0ZXgaAHaqtEOuuSgl0IF+bl5aGg7hCKG/ueeurJucMHoaQpeEIjwRiDsubue6T0J0a1EdmNg0TxKNbACCdYEfSyyy7Dc889hwsuuEDcR6tLqC0vEonEO0xhdVk48hHvJjiE0GjZ2i9CQ9KO/4X4A4hnzIZ7/Qz+rwgNZi08s+FHTHnlobARGozPOG1ILnZV74fZHnihcf6I4AoNMig+SfQzCReG2cdgxuSZYSc0li1bhosvvhhPPPEEfvWrX4Ws74pEIumF4DBtRa3D1Y26ytGEb1q2iWDS/sIZoO1wRxvSnbu5UboKBN1ZVYbff/0OVhf73kI92AxNSERKlApbKwI/JvaKOm9ELgobgis0smNYKTR8jmkq0nH6pLNEhc9wYtWqVViwYAEefvhh/PrXv5ZCQyI5zGD9jY9aNoZs/9KNEiaWDUVgKPEZYlCtFg2mtP558SdYV9IxTzqUHJ+TC5W6AYUNgWsRr6BXq3Hu8IEobAi+CIjWhE+alxY6XDz28rATGuwDct555+Gf//wnfvvb30qhIZFIJIdrzEZLS0uXFUFTIqPx6YLfinTR7/bvwEfbNmDxod1otPd/QQiDRoMT8wZiS0VwUkRZn+OUIWkoagy+sBoUPQA1tsCXUO8tp+adiQHxaQgnmN569tln429/+xtuuOEGKTQkEkmvkNkoYeBGobhgoyxWb2S3164u6KxtMUEXi+TkIXhs7tnYY67Hl3u24+t9P2NHVfAnzUFxCciI1QZNaMTqDTghLxHFjcGv4KlRqaA3WNDct15aAWNw3FBMy5qJcILN3s4880xRU4Pt0qXQkEgkvSYAbhQcAWojJGJDqQjKaozsv0C/OIMC2WCL3Tzd28zT6sES50wxnDJlijC1D0AKZmYNxj/nnol9NZX4at92fLX3Zyw/tBfWAFfXPHZgDsqaS3GwPjizc3JEJGZkR6G0yf/S5r0hPyUPpUFMpfUHvVqP84ZfHFaT+c8//4wzzjgDN954I26//fawGptEIpEcrvS7G8W9UBcrijLNkeWhWaGRwoNVGlk2msKDhZR2794tXsteKmyk5cmghGRcP+lYsdWbTaLbKwt9fbPv5z5VFdWp1ThpUC62VARvYs6IjsHENB0qRHny4BOhNaDW0j+ixhdOGXQm4o39Wx20O1igi0LjN7/5jejiKoVGeAXJBYogrRt6zWOr+/Z6lVOF4Y7BiHJGokHViF3qfX1u1OYIk+9KISkCYYG5F8dFulFCECCqBIJ69jihiMjMzBSlqY899ljRn6Kmpkb0UqGbJT4+HiaTqUOLem/EGow4e/g4vHDqJdj3+39gya9uxp+OmYcxKRl+jXNgbCxmZCUHVWjkxsVj3AA1qkz+N3rrLaOSM2Gyhb6cM8mLG4Ip6dMRLlDknn766bjkkktw3333SaEhOTxwAmMcw5HpSEO8MxbZjgyMcgw9MmanI0xoO/u4BZOFCxdi2rRpwgDART7j1dw5ePAgTjvtNOF1oCHgT3/6U4+tRkJm2di3b5+wZtBNwsDQri7mrDTKraGhQYgOuldo8Vi/fr24n6/nh2Uxpe4mBI1ajakZuWK7e/ZpOFRfg6/2utwtSw/u7rI2xqzsgahuKcd+P/qW+MvwxCTkxJtRa25v+BZskiPiUNoUHgW8dGodzh12IdSqkCZDtXHgwAEhNPgDY4orRbBEcngIjRFIdSR3uDvdMUBojV/Uu/u9Fb3k8OPDDz/ENddcg3/96184/vjjhYhgLzMFGgcoNNLS0rBy5UqUlJTg8ssvF/MxXxN2YoNdMhnZP3nyZBF8xwv7wIEDOwkGKqg9e/Zg1KhR4sMR/uUHrq6uFsKDmQIULBQd3Gj56GmCyI5NwLUTZomtyWIWxcG+2vezECBlTQ0icPKUwXndWjMitXpE6gxii+KmN7r+ut8nNtf97c9rvz9Sp4dRo0FFXSV+2v4TjHGRiEuJQ5O1GQ3WJjRaXFtD699Ga5N4rK8MjItHcWN4NE2an3sakiI6XiBDRVFRkfghnXzyyaJolxQa4YmObb9UKpidsuqju0VjgIfQUMgQgsOJHeo9UnCEmHB2o9hsNtx8881ikXX11Ve33c/5V+Hbb78VsWzfffedWOyzC/e9996Lv/zlL7j77ru9hjeEVGxwYFRDH3/8MT766CPRY2Ls2LFCdJx11lnIzs4Wj1FYsAEXBYQ7FBcpKSliGzlypHCzlJWVicwBulcU4cFW5D1NGJz8Tx+aLzZWJ91UVoj9tWXQa9SI0h3XSRzwb4RWL6wlgYCi6dDPBzA5b4Kw3vRksrc77C4x0io+FEEiRIm43dguUFofb7G1943JjUtDcWN4WDUGxuZieuZshAOlpaU49dRTRYv4Z555RgqNMIG/hhxdPIYakpChi0WSJgKaVisYJ9A6uxkl1gbRXn6XuRLWo601uBMYLYRGSrdPo2uFx2uneq8UHCEkkEW96j16MRkMBrH1lo0bN4oFF699DGPgNZFiguKDHdoJEzjy8/OF0FBgt2s2omTyBl8XdgGiGRkZuP766/H73/8elZWVbcLjH//4R9tB43099ZvggWEmCzcKjdraWiE8qL5oAaEgofDg40o7+y7fS6XGxLSBYusPOE5+QcOHDxdxKr6gUWsQa4gRm6+wDLkiUBrMNfilegt+rtyGZlvvg2b7ikalwek554SF+4QWMlo06Kf873//2+N5Igk+GqgwMSIDkyMzEa32vlpSQYV4jVFsI40pONE5GFtNZVjdfAhNjv6vv9PvOIFRjmFI60FoKGQ50sXfnZrwabZ4tBFIy0Z2dnaH+xnITutCX8IbCN/j0UcfFYvff//735g7d64ImOfinQLEXWgQ5TYfC+vUVwoPCoJrr71WrCznz58vBAQnX/4/aNAgYe2g1WP06NHdrjj5XkoLcE7gVH6c0HmgLBYLkpOThfDgX5ZHDyWFhYViXFSMHFMw0aq1iDPEig0x6RiZPApnDbVjf+1ebK/cgp+rtqDB0oD+ZLhmDHZs2IWimBLx+XkOMPOov4MxKXSZdUK1/sorr0ihEQYMMyRhXvRgRLmJjGaHBQetdSizNYn/HU4njGodkjWRyNLT4hEJnUojBMo4YxpWNR8SosN5hAuNdEf7tcMOBw6pi5DraJ+E9qsPIceRBXWrOYOCgxaOXZrwSHmX9J5Dhw516IbdlVWDafsPPvhgt+/1yy+/tFXtvvPOO0W1ZPLyyy8jKytLhD6wcnKgCO3sy4Jd8fHCvXLbbbcJMcC23V988YUIWmGwCq0hivCgeacn4aF04hw6dCgaGxuF8KB6ozWBlg5lkmNwS39B6wvHwHgUby6i/rQsDEkYJrYzhpyLg/UHsK1ysxAfdebaoO47MzoLF0+4DHarXaQ5c+Mx4Y9F+U54XIItPOh+4/k0ZMgQvPHGGyEXoEc7WqhxSuxQjDC0r9QLLLVY11KEA5aaboVDqjYK443pGBsxQLhZZkXlYJghGZ/U/Yw6R5jltwZEaAztIDQccGCL5hfxNxftYqNCXSVSYPPtI4QliDBLhYJjtyY4hQkl/eNGiY2N7SA2uuLWW2/FlVde2e1zuKhnsKdnjAavyXyM8xVhaMPatWs7vJbzqvKYr4T8SssiXVRhChQK7KzJjWLhyy+/FMKDFhCKBSW4lAW+ehIezGThxomF70XTOQ8g3S00DylxHr4GuPRWaOzYsUNMrkpRsnCArozcuEFiO23Q2ShsOChEx7bKLag2VQZ8X+cOu1iIHY1eIyxY3OjyqqqqEsdm8+bN4rmKC4zfT6AtDhSyFBoUsO+8805Qv3dJz0SqdDg/fjQGaF2/iRp7C75p2INDVt8CmcttTfi2cQ/WNB/CiTFDkKdPEALksoTx+KjuZxTb+tdy544OmoC2MI9GVIcYDUVoVKtrEO/o7Ham4NiGnRhjH94mODKcaTjkLIZJ1XchplhNHGFiRwq38YQ6QDSlNb6xJ1jniuJi586dmDVrlriPda+YoZeTkyNuT58+XfSH4vypWOQXLVokRI+7SAl7sdEdnJgvuOACsbGk+TfffCOEx7nnniseoymcwoMHo6eJic/nRsXG9+KBKy4uFkKAK2r6oPjlGI3GgI2fkylTiCh0KDSYwxyOUJhlx+aI7aS801HaVCwsHhQeFc19Lwc/N3se0qM71zpxzyiiOY9igN8LT3yz2SxcX/xO+LevwoCp1Oecc44QMTyH+hJUJek7BpUGF8bnI1nrqha8uaUU3zfuhb0Xl2VaMT6o247xxjTMixmMCLUOC+LH4O3aLUKQ9DcGaHF6VD7K7fVYZgpMrESjqkmIi7H2keI2/69S13T7mnJ1JbZDhdH24bCr7Nik2R4woTEZI8Xftfg55BM8xzFDO1LE/CyzhX48hxOxsbG47rrrROwH40EoMBgcStjtmjC0gaLisssuw0MPPSTiNP7617+K+Et/rqNhLTbcYTERThbcWOCLaTgMLr344ouFS4TCg4/NnDmzRxcJ34uBMNz4XpzgaBbiJMeDr9Ty6Is4oDrkap2TKIXG4bKKpvBIj84U24m5p6K8uQzbKlyulpKmIr/fb0BkOuYOPLHH59FKpcTeDBs2TAg0WjwUSxQFoWL18Pd7YWG4888/X3zvDEAOpKDsCw888ADuuOMOkXr22GOP4Wji7NiRbUJjWdMBrG7ue1+gTaZS1NhNOC9uFPQqDRbEjcbL1T+h2dl/gaN6aHBa1BgkqaPERo/4igAJDoqLrdjR9r8vlKkrxJrfBDPqVH2vHUQrySSMwABVorg9xTkK60IoODieGdoRyGgdz0ztKKwIM8ER7i3mH374YeFOpphgY1QGzS9evFhci5VFIUMbmH3ChT3j7K644gqR2OEPh43YcIeTBYswceOkvmTJErFa/fWvfy2sCUqBJkbU9jTJ871Y74MbV9NK2XSWSRd9WFqFBw+wr/B9mFJE1ce0oMM5ADE1cgCOz5kvtqqWSmxvtXjQ7eLLheC84ReJYFV/cHeB0RJFQej+vSjl7Ck++Jzu4jz446FljM/57LPP/Poeg92+/vnnnxfp30cbDOgcqHfFLa1rLgyI0FAosNbis/odOCduFCLVepwYMxif1rsm6P4gRRMjRIbCaF26mClWmAMTnFmp9r/icKk6MO0Q+HuejBFIUyW13ZeoikWUMwIN6HstoN4LjfbxpKhiEaOKQJ2z/8dzONbZIFycP/LII2LrClo8GNLQFw5LseF5oGjm4fb0009j+fLlIoqWJh66S5jeyDiPefPm9biipThgFC43pV+LEmDK1bQiPChCuprguE8KDa7EaXo6kmo3sBDXnOwTxFZrqsGmkg1Yd2g1alDl9fmzs45DVkzfU4r5vdHEx43fC7NJ+N0UFBSI71/xT1KJux9vihRavviXLrhwiZeh1YYxSUy5ZWn0owlaHGZHuXzBrJWxtOlAwPexx1KN9c1FIoWWAaPZujif40D6SpG9Ft+17MC8iPbgzNF6BmcCKwMkOEIBP8kkD6Fhhx2rndtCJDQghEam23hssGOpbVtYCQ3JESQ23KEpiNYMbqwGyWIkH3zwgWgVziwEVolkgCCFiXtnWW9wEmMgITdWWeMER+HBwBmKEkV40O2iCA+m3VJo8DXMhjmS+2voHQZoCg04I/V8ZOSl4+eqbcLqwdRaBq8lR6TghJyTAr5ffi/p6elio4tKqSrL2BjeZnwH3SZ5eXm44YYbxPfOCni+RHD3FxTCFMEUwEeb2JgUkSEEB2EwaLBWbD82HRB1OJhKOz0yG4fq+q967n5bFRa37MTxEe3BmWNaBceqw1BwKEIjvZPQ2I4aNIRkPNO9CI1ltu2ocoYuKPhwdaP0F0eU2HCHrgtG13JjsRKarSk8WLmU9T1OPPFE4WqhAKEpvicRwxQfpWw6MygoPCgs+BhFB1ffbOZFsz9jQY5kOJmzVw0nfEVUHZMxU2xN1kb8UrUdAyLToNMEN06FVgyKC27M+qHYo/Bgzjh9jrRksFgN3VrhArNgeN7wfDzcCESMyUh1Iqo27Me2Q/ux6LvP4bDYYKqox5RHL4Mu2ghLfQv2vLhE3KfSajDo0lmIG+YqTOVOU2E19r+5HNaGFp4IiMlLQd6vZkGjd13SSlbsxDvFe3D2tDmIdjphay6HdqT32jZMx97y+iqUbS6ERqdBXE4Spt54vHhs08srULKhAM0VjTjhwXMRn9t9mX2eh8vuXYjP9lcCr98mBIe10YKqHaVIsNoQua0UP9bswISr28fqybM3L0RDVQtUahUMkTqc+8cZyBru2u8vqw7hyxfWwW51QG/UYsFfZiN+cOdslB2rD+HzZ9rTFRtrWhCTGIHbXnXVUvjj9BeQPigBKo3LEnjuLTMweHy614l9IoYjXZWMqoO1KNhcgoGT0rEz/SCqUS8+74+vbsC2xXuh0akRGWfE5Y+e0el9akrq8cHd38HpcMJhdyB5YDxOu3UOImIMsLRY8f7fF6FkVwUcdif+/HnXKZsczzGa4WhaWovd6joxfqvNilW6XYie4nLNLX1uBfatLkBDeSMufvJcpAzu+Tv7+I6FKN9bieved+27vqwBr179DpJyXbEg5NQ7T0REnPGIc6P0F0es2PCclBj0wo2FTjZt2iSEBy+ejMTlCpMWD6bX9tjgzSODgsKD5nwGMlJ4MEaA93ma9I8U6AJgN16mrg4ePLjTsYrSRWNy2rR+H5dSY4UxGTz2FH10VTCWh9YN1vIPh4I8nKiZNhYuQar9GWPCYlxJETHApBjUDTVj/MzzUPTNZtTvLBFCgxz8cA2iB6Vi1B9PRcP+cux8ZhEm3n8x1NqOvyW1ToO8S2YiKjsJTocDu15YjKKvNmHgWZNhbTRh/9srkHn/ZUgalAdrXTOiny2FqQuxse2tNcICcdJjF4rzyFTbbobPnDYIw84ch6V//8ynz7h74VZEDYhF7f5K7LVVQtWiwix1LpJGDIA+2ohLjxkE48dfYfmnmzBqwWSv73HlffPEJEy2/LAfb9/3A/70+vlorjfjjbsX44Znz0D6oETs3VQibt//+qBO7zHimGyxKfz31q8xZFLHjLAbnzuzbT/eUIRGhioFlmYrKg/WQh+rw9fFqxGX7nJJrv1oG8r2VeO6F88XQq2x2rsLIyYpClc+cSZ0BteU881TK4VIOemGGVBr1Jhx0ThExBrw2h+/6FFoZKtTsBN1yB6fCV2sXlg0op3ttYuGzByEieePwwe3+fad/fTxVsSlxwqx4Y4uQodLnnKJMwVzs8Wn95QcpWLDHQoAFtbixtxhFvui8KDbheZt9smgxYNmbqZJdic8+F4UF1xRs+AYhQgtHjTpUy27l00/EoQH00cpNBhMy8k83KDViRHTPP6M3aEl6p577hHfRTjAY0fLC8899zH/+OOPeOqpp4QFJhyDiQMVY5Kha7cg7jO7Ah3Ll+3EwPOmtt1fuX4fJv7rIvF/TF4q9HGRqN9VjPhRWR3eK2JA+2pepVYjOi8FzUWtGRqtZuv65iaU2RoRbwOGDsrFVi9jmqMZhJPGpCB71tB2QeNu6GzVzeddOwQDcrOgj+laJFqbzKgcmo2Us9NRNHk/cmKGd36SSoUTJ02D8ycVusoncRcApiaLeI04NkX1iIozCqFBaImoKW1Eyf4aoJvQqLqKJuxeX4SL7jwW/jAew4TQ4PEs2FKC7DFpKPq5DKdnzUS8ynWQcuMGYNhfcmBQAvHbPRsdcdc0DifGzhkMjUaNLNUA12OTIATN1BtGIgIR2InOAehTNcOE0HBHAzXmavM7PrH15zXrmiHIyciCUdf1d2ZuNGNKbjYyz0jH3vH7MVLn+s6sSVbMvGGQuL3dcRDb7T0HxHeFdKMcpWLDHQoJlg7nxjxjlhLnSpgX1RtvvBFz5swRFg+m1VI0uAsPTmB0m7AEOQujKP1cKFBGjBghakZQeLCOB2M+aOpnnIcv/VrCEX4emv/pImI8RLjBSZvfGSvd/fDDDx0q24VL7MwJJ5wgGge6wwwqni9sVBiu54U/MSYUTO5uK/fGUSnaqLbiXWyeVr+nFLZmMxLHumZKWiScdocQGAqG5BiYqxu73afdbEX5sh0YeK5LtOhijBh82Sxs/sdHWH2qBTOGj8aYE6Zgq2Nn5/HWmxCl06D2QCVM1U1CuCQMSoYx0c+sJacTFb+UIGUkXRFdn2/8fA3FtZg+eTy+RNcpsW/eswR7NhaL/6/59ynib0p2HJrqTNi/pRR5Y9OwbdkBmJutqK9o7FZsrF24CyNnZAs3ijvP3LhQuDSGTs7EKddOhiGiY8mA/2/vTqCjrM81gD/ZN0gICRAQRJaAbIYl5rK6gAUFWq3ivuG9LueqdWupiktreyvc1nqsC4Kesri11fZWRAUBlZ0QEQSCIMgilAZCICQh22SZe57/x2Qjy4Tky3yTPL9z5mhimBknId87/3frFmClH47tP4F2sRGI7FD9ol1eUo5SVylOHc3DqQzr+9y5Txxiu9VeH8UUyu61B+EqdCEiOhx9Lq6+56MhPQKrp0P+td16fSI6RKBLv04IriMtVRf+Dj+SnoHzBnet9XcEX5t9Gw5gzbZN+D7yGC6+0buFY2c9jtIoRpsONqriDxt3q8ycOdPkpdmBwsDjvffeM6Nf2V/MwIM3Bgxso+QFjTM0arZT8r7YjcIbZ0Z4agnYtsmLjSfwcMK+Fm9w0d3WrVvNaYZnqpyTMJ312GOPmRMCtkF7u+CupbE2yLNJ0YM/O/x5qvl5f60xmTVrljlNqo1nudqpMmsjcea679BpVGJF3cC5KC8tw555nyNmYHfEDbeC4NICFzJWpuOip65Bh75DEF0Uj3+nH0B5vzIEBgeddQEsLSxBaFQYOvbtDFdeEY5uPYTzRvaus6aiNtn7sxDVqT1CosLM/dXK7UZm+hFEdIxCedco1NfEceuvLq8IFD6eswn3vngVItqFYvrzP8Inr3+F4sISXDC4M7r0ikVgUD3BjduNtI+/w08fG13t88/+8xbEJrQz9/PB79diyaubMG2GNUGyatFlWW4JTmXkod/onrXet7vc+vvXf1wvczLx3fqDCG8XaoKJmliDMuDSXuY1P5x+FFk/ZKNL37qOQs7GiaxhsH5Weo/siZDwEPMcMvccx5HtGeiZ3LjgJXNvFqK7tEdYuzCU1PieBYcFo//liSaAGXVRGdY892dsDdmOwVO8n5jpoZMNi/OvdD7AYIH1COximTFjhsm1M/DgQCi+A2XhIed3LFu2rMGulqr7WqqOTT9w4IBJ4fAkxDO9tCX3tXiL9Q6sceFzr7lx0An4i47fE7a28kTDicGQvzqXGhMG6gz8PBho8+cmffZijLsyED1ShqI4thRlRSXI+mo/Lnr6pxVfy7oNniy4cgoqTjeKs/IQ1rH2luXy0nITaITERKLXzZUX01Pf/gtBkaGI7BYLV3kpwuLaISwwCMUnTpv0yw+r95jaCnL/5BIUfpWJMWMnAtwPFAps2/U1enbJq1YM+vVX63Fhj+GICq39XfuO1alw5RSZQw1eTItPFyH8m1RcfNclGB5zAQLcQOaOIyaACU+MxUcF2yv+7Fef7sGqv1rP55IbBuM/plamX1Km9MPff7/WnGgwhZI4opu5UamrDM9OfRtx59W9JXvf1gyUuMpw4X9UT0Mx0CCeZoy9dhDen72m2vP5/L0dWBq3Dk/d+5+mgHPnl9YpTP7pIvxz1SoMuLw3Ekeej083r8eVo8dY7aYRQNqxnTi0+1j9pxYBQFZMNtL+mY7JD4+r+HR+USGWpq7H5ZMuPuuP7Pp8D9auWYf7Jl6D8/omILa7VaNRHuDGkYQcrHh/NaYMqz48cMXm9UhJHI6YqNq/Z+tWp6LwlPU9Ky93oyivCJHfpGLcfaMQHhnGHA3bbpAdXoCBE/vju1Xfn1OwIRYFGw1gsMAahUcffdRMTWP3Cttg2d7KgtOkpCRT48ETD77zr+/IvuqwKgYz7Oqouq+FhY2ewMMJ47TZVspAg6cznD3ixEDjmWeewYcffmgCDSfWkTSEz9upzqXGhD+3tf3sDn7iavRIGIoIDvMqPo6sr/YhqkdHRHatvpQwLrk3jq761hR6skDUdSof0f261ZqO2PPGSgRHhaHPHeOq/b0L7xSN/MMnTNDiDgdKcgut53YmNdLz0n7mVvH/uToNOWkb0XXY+cjPzDWdTFdc2RERLuvP0WdbNyF3Qgw6xNbR2XD9eWfecwP5mXn4/PF/YNqC/8L5kfEVgQaLWiP6d8SSgh3Ic1emmi6e3M/cqDCv2NRYxHSynuuO1QdNh0dktPWa5mQVICbeCsSWL9hiAo+OCe3NRbE2qUt2m4CFRZgeLDQNDg0y3Sy8yG5duQ/n9av8/+Jz6XO59Xz2IwOj+gxGsLnyAns3/IArbxiNw30ysReHcbh9JpasXYPkqwehMLcIf12yHNf96gozObUqplqiOkQgJDzYBGMrP0nF6dOFSERl596p4jx8tnkjknB2rcuACf2ACf1wNKAY/QKiUFZahqDgIFOzUbK/CN9kf49e5RdW+zPLt25C6NQYdOpc+/es4/TKE1B2n3zy4D9MN8p+ZKLgZKE58QgKDkRpSZlJp3RuoKulLkqjWBRsNAJ/obGVloWlfKfHwVI87eDYdI5uHTBgQEXgwZRMQ7UCPEJn/QNvLDStuq+FJyGeWR6+6FxgQLV9+3ZTT8DAyml4fMr6gb/85S/mgs0WXHF2jYnLbV0ROWeDKZTO46pfHKjndSnY++cvsWXmX03ra+Ld4ysKNw99uBmhHSKRcNlAE6yc3HIQkd07mtoMiu7bBb1vHYt2PePRfcow7HzhY3RNSkZeyjhEXtgVgah9+uawu8dhy9zVSH93k/k7O/yecSbVQVveWIOjWw+bDpV1zy9FcHgIrnzZKmD9eu5qdE3uiW7JZ7e6h4WEYnLkYDNR9PTRHBOAFAaW4tUF85CVl4O4/l1M+2tNhaddWPTUSpQUl5q0Ay/Q97wwqeJ3ybI3N2P/NxmmRbTnkM64aWZl0eehXcdNAIHEyvvaseogZrwzrdpjZP5wCu//71pTd1pW5kb3/nH46SPV0ywep5BnBneNDKgMOM5vl4DO6IjN2I3xd6fgo9+vwubF35r/NvrmJJx3putn1YLNaB8XiRE/GYjM/Sfx5XwrFcdgIyEx3nSieMy7++8oOFVouj1euuFdXDC0K66ZabUfV3XSnYdPM9OQuCceYcHWSXBCZAf8z68ewhYcMJttv3hlDQ6kHUZBdgE+fGYpQiNCcOefre/ZypdWmxRM75H1jyf4986jSH1nMwIDA8xr3T2pG5JvGmbapBtLaRRLgNsppfp+jC8h0w2LFy826RbubeHJBYMOBh+NnSTqGc/NAlPWS3AglafdtqG0TXPgYzPQ4PPmLA0nvt5sYZ47d655F+rUeofWiAPz2Hnl7ZwNplEYOKe8Mh2TOw1AUkRXZJXmY0H2VrSEK9r1wbCIrjhRVoD5J7eYz3Wtf6xOs2x8nRI5GJ2DKh+owO3CR/nbkeu26lWqGtvEIbvc+jqirLIjIy34G7NivilOVh7qGLFoXy3goAz3CXyN3eYCbzdmqKqKC2iPS4OrP58j7hPYUGrv82EwNG/aQlMw39CgQM/P/sQ3pyMksmkzh0oKXFh+j3eP61T+34/pAHzXwdoLvuvjwhoGCcxd79q1y/xy5jE0u11YZMmjf2/HcycnJ5uOGBY8MqWxYcMGpKammuJV1n7YgacrDDR4AXdqoMELHUfTczKoAg3/cbzMqojsGBxpNnS2hE5nlr0db6Htr8EIxOTIQWcFGkyd1BZo+IvsMyccnBzqwYmiI8ApqS2Pk0I5mpxFrB6cKDoq2DfPx5uTDXcTb/5OaRQbMJq97bbbzI2zKbjAhicerPdgBwp3tXBDLYOJhk48WIjKYIM3z14QBjMsMOW+Fp52MN1S374Wb3F1MGtHhgwZYu7XiYEGg4w//vGPpiCU77DFf2pMuAvFsxKci9gOuLzbXHqumK7pFmK9CzxWYk9wXlPXoBh0Cap851l4JtDIKa9xVOC3AcdOjAwYBFZLELe/tndHIRctE8zVDDjWlO7EJcGDKk44ugZ0RExAFE65W/751EU1GxadbNiMxaA33ngj3n//fRMk8ELJCaOe9Aq7XdavX28K77zdC8KL7KWXXmpSNVz8xrZE3gfnhPCY7VwyYxkZGSbQ4IRIpwYanH/y/PPP45NPPjEtx+JfjpaeRn65NYFxQFj14Ux26B8WbwIb2utq/LbUc3G4LBtfFu1pdYGGB0eUM+DgCQd3IG1y7/RJoOGR5c41E0RNmy7Kzb87KdCQSjrZaEGst7j22mvNjXUZbClkcSmDEVbwc3gYTzzGjBnT4PwN/neeaPDm2dfCFAhnIlQdqc4Ol4ZOPI4cOYLvvvvOdNZw5oMTA41FixaZvTZMU3HmifinXUXHzTZWLklbm/8D8srt21uTEml1G3CKKAeJtZS9JZkod5fjRHk+TrWiQKNmwBGIQGSh5Rbc1eX4mYCDzyfT7fvnUxt3aziaaCIFGz7CugwGF7y5XC4zjIqpFrbX8uI6depUc/rBEwymUupTc1+LZxMqay8YaLCVlkFJbftaOAGVJyI8LWHdidPwtXj33XdN9wMHqbGGRfzXV4VHTMFmUEAgJrTrjQ9zd9nyOMkR3dAxyKrXSC04jJbGvSitGQMOJ2HA4VRKo1iURnEABhOTJk3CG2+8YVpfmXJhPQb3fLAt9r777jN1HzwN8XYTKlM0DFRYf8HPcYDY6tWrzd4QdpvwNITzPTjVlAWsTg00PvjgAzMkivtruLdG/Nvpchc2F1pjphPD4pAUXjlWvrl0CW6HS6Ks1sYjJbnYU3yi2R9DpLHBhruJN39na7DBYj7u0uC7eA7A4t4KQYPpEV5U58yZYyY48t08AwGOTGfgwY4XttiyVsPbLhnORRg3bhyGDRtmAhvO8WChH080+P1hXYkTcVjXgw8+aEZmMxiT1mF9/g/IKrV+fn/Uvg/6hTVf6i42KALTYgaZk5NSdzmW5u1ttvsWEQcGG3/729/MO1K2fLKOgPUAvGDweF+8w/QIg4Q//elPpvuEHRhsieXUTAYJ7HbhO35v2mA9+1o4DZRDunjawWJTnqQw8Ni2bZspEmXHixOwNuPee+/F22+/bVJK0nqUwY3/y9mJgnKXWe1+dfQAk/ZoqvNDYnB7bBIiA0PMrIWPcne3aK2GSG3U+mrzUC+eZLBjgGONibUEvFByM+cTTzxhx0O2GXwtObODNR688QSE0x5Z4zF58mQz9KW2olB+qzmjg1/PTbWeEw3PvhZ2y3CEOotEWf/BWo+G6kXswKDq9ttvx/z583HDDTe0+ONL86k61Cs4ovrPUqegKEzrMKhiQRtbYZfnfY/cRhaNhiAQ49pdgBFnApYydzk+zduD3cW1103YPdSrsZo61MsONYd6+VrNoV6+ci5DvS6bd/bPfmOVFrqw6j4N9ToLCx65V4ErqSseKDDQfLxx40Y7HrJN4WvJYIFtoEyJbNq0ydRdcNgVTzymTZuGt956yxSKemJJ/vP77783BaGc71E1dcIZHdwrwi6P0aNHm0JSfh13YPD7yOCk6tpwO3EiKAONefPm4frrr2+RxxTfOF6Wj7ezvzHdItQrNBZ3dxxhCkejA8O8mqPBE5F74y6uCDR4WvJ+TnqdgYaItKJuFA6eYgEiOyCq4se8OErz4QkGi0B5+/Wvf21aWHnawWLThx56yHRvsOOF00dZu8EaCO5kqa89lwELbyxI5YkHh33xfhmle7peWMDa3Bjc3HzzzXjllVdwyy23NHlImfhHwSgDjpGRPTAqsoeptRge0c3c/lWSgx9cOSYYKSgvQTncCA8INlNBu4fEoHdorPn6qm21K0/vQ5G71Kf/TyJVaTeKRa2vrQgvzgwonnrqKcycORP79u0z3Rw8AWHQwNMQBgycYMp6jYYu5izs5cZb3niywfvgjR0sPBnxBB71BS/e4okXUyYvvPACpk+f7tNAY9asWWb+CQNjBlU87eEuFi7Xk+bH36MbCw5jZ1EmRkedj0Hhnc0wLgYUvDXkkOuUmdnx71JrQqmIk6j11cZgg62XLG5kDUBV/Dghoflb3eRsvFj37dvXdLcwGFi3bp1Jt3BLLWdWsJ6Gi+J4Yy1NQxd3Dh3j1/HGNBnbZxl4MKDh/XvGpvPfGxsocALqddddZ4IiFoX6+kSDLcIPPPCAeY1KS0tN4DZx4kQzYbU5Aqu2xJPGKyu0JofW5yRc+Dh/J74I3IOBEV3QLyIeCSHtTbqkKp5wHC85jX3FJ7Gz4BhOnOls8VZJ45bV2q7IgQMvix1Ws9FCWdwGuQqsn2PtL3VYgWhKSoo5EvcUNfIdMo/xVSDacrg1lgWg3bt3Nx/z280OFL5z541BCAd6sbiUgQfbaxtzsefF2BN4MH3G0xBP4MHTj4bui4Wu7DZhh82jjz7q80CjNvz/4/8TgxANFWsc1v4wQD1Xpn07OhrtIiIRGBCI/KJCnMzNQakX4/1F7MI6Ns/v1IYKRMe93jwFomv/278LRG0LNtj6ymmYLPRj0MHiRQ6r4tF0zVoO8Q1+6xkkcJ4F6zzYAsthYJ7Ag22yjbn4s06HAQfvkxdo7nLxBB78S1fzvnbs2GG6Z37xi1+YANSJgQaxsDYxMdE8X22ZbRy+yWBw603g2dAvbgYt/CXvr79s7aTXp2VeH/7O5HJNz/iAhh6Tv/fGNlOwsU7BRt3Y9vqHP/zBFBjy3fPLL79sTjzEefhjwO4VDgxj4LFy5UpzgWXQweBjwIABDf7lqnmR8exrYeDBP8vAg0PGOO+DF3AGGkxXcOeJUwMN/n+wxoUnRDwFEt/w/OL251+2dtLr47zXR8FGCwYb4p/4I8Ef6iVLlpjAY/ny5eZdAS+6XBTHzbCNDTyys7NN4MH75OZbpl94f2zRZT2IU3Fk/NKlS02g0dCxqdhHF9P66fVxbrAxZk7zBBvr7/fvYEO7UaTOaaOcd8EUCwt7n3vuORw8eNBMgWWwwaJJFnYykGgIAxMOCuPpCE9KGFywa4btuDyO9Gb0ui+wvoiTTLkkT4GGiJwL7UaxKNiQBjHfftNNN5k2WqbEmBpjaoSBA2s8fvnLX5rAgTUb9WGwwpQMZ2lwWBgXwa1du9bM9nDayQ4DDXbucMgYi2bFtxigcvWBk0/BfEmvj3NfH40rtyiNIuessLAQK1asMF0tXBjHThQOEGOqhbMp2HbrceTIEdM+ypMRLplrTBqmpd1///147733TP1K1dkaPBK1Y5iZiLQ+njTKqNeaJ42y8QH/TqMo2JBmwdkbTDdwMRxTL0zFsKWVJxksNGV9BpfKvfnmm2YGi5PVVay6YMECM3BMRMTbYGNkMwUbqX4ebDj37WULTovk8CbPRExeHDmaWxqHC9t4asFggttjuRaeR5Yc0sVR6gw4/CHQIMbftd0UaIhIYymNYmnzwYZnWmRqaqpJCXDFOo/7uf1Uzg3TJ+PHj8frr79u0idseebcFX8INEREpPkpjVKDpkWKiEhzpVFSXm2eNErag0qjtCr8ZhKHT4mI77322mtmCzELkDkUMC0tzddPyRGUAm6c2bNnm3qsRx55pEUfV2kUi4KNKjgzgj+IY8aM0VhqEQdg+u2xxx4zbYtbtmxBUlKSqQ3igLi2Tilg73EmEFdncEaQ+IaCjSr4Fzc9Pd0UN4qI77344ou45557cNddd5mZLnPnzjVzWebPn4+2btmyZaZoedCgQSYIW7hwoZldwxk2UomLKG+99VZToB4bG9vij6+hXhYFG2doWqSI89qpeeG84oorKj7H+Sz8eOPGjT59bk6kFHDdbyKnTJlS7eeoJSmNYqmcutRGsT72Zz/7mZkWya2nmhYp4gzcIMyptDW3RPNjbo+WSkoB146n1Ey/MY0ivtXmgw1GvZ5pkSy04jhu0rRIEfG3FLA2E1fiOvmHH37Y1LOwuNiX3D59dGdo88EGZ0HQZZddVu3zmhYp4lvx8fFmNgsXAVbFjxMSEnz2vJyaAl6zZo1SwFUwBcdC4uHDh1d8jidlfJ1effVVFBcXt8jsn+ZIg7hbQbTS5oMNjRkRce5U2hEjRuDzzz83bZ2edAE/5gW2rVMKuH4TJkzAjh07qn2OhcbcOP3444+32JDB5ijwdMP/tflgQ0Sci22vd955J5KTk5GSkoKXXnrJtHbyotHWKQVcP74mNetXoqKiEBcXp7oWH1CwISKOdeONN5qpvs8++6y5mA4dOtS0fNYsGm2LlAL2D0qjWDSuXERExKZx5UkvTUdQE8eVlxW6sO0RjSsXERERqZOCDT/nq3n/IiLSMA31sijY8GNtfd6/FnSJiNNpXLlFwYaf8vW8f1/Tgi4REf+hYMNP+Xrev69pQZeI+AOlUSxqffVDbX3ev2dB15NPPlnxOS3oEhEn0lAvi4INP+Okef++ogVdIiL+RcGGn3HKvH8REWmYhnpZFGz4GafM+/clLegSEX+hNIpFwYaf0bx/LegSEf+hkw2Lgg3xS1rQJSLiPxRstAJcL93WaEGXiPgDpVEsCjbEbzFlorSJiDiZ0igWDfUSERERW+lkQ0RExCY62bAo2BAREbGJajYsSqOIiIiIrXSyISIiYhOdbFgUbIiIiNhENRsWpVFERETEVjrZEBERsZHb10/AARRsiIiI2Fmz4W76ffg7BRsiIiI2UYGoRTUbIiIiYisFGyIiIjZ3o7ibeLPLnj17cPXVVyM+Ph7R0dEYO3Ysvvzyy2pfc+jQIUyZMgWRkZHo3LkzZsyYgdLS0kY9joINERERm9Mo7ibe7DJ16lQTOHzxxRf4+uuvkZSUZD7HbdpUVlZmAg2Xy4UNGzZg0aJFWLhwodm43RgKNkRERNqgrKws7N27F0888QQuuugiJCYmYvbs2SgoKEB6err5muXLl+Pbb7/FO++8g6FDh+Kqq67Cb3/7W7z22msmAPGWgg0RERE/SKPk5uZWuxUXFzfpucXFxaF///546623kJ+fb0445s2bZ1IlI0aMMF+zceNGDBkyBF26dKn4c5MmTTKPv3PnTq8fS8GGiIiIH6RRevTogZiYmIrbrFmzmvTcAgICsHLlSmzduhXt27dHeHg4XnzxRSxbtgyxsbHma5hOqRpokOdjT6rFGwo2RERE/MDhw4eRk5NTcXvyySdr/TqmRRhI1HfbvXs33G43HnjgAXOSsXbtWqSlpeGaa67Bj3/8Y2RkZDTrc9ecDRERET/YjRIdHW1uDfn5z3+O6dOn1/s1vXv3NkWhH3/8MbKzsyvud86cOVixYoUpBGXQkpCQYIKQqo4dO2b+yf/mLQUbIiIirWioV6dOncytISwEpcDA6kkOflxeXm7+fdSoUfjd736HzMxMcwJCDEYYnAwcONDr56Q0ioiISBs0atQoU5tx5513Ytu2bWbmBmdoHDhwwLS70sSJE01Qcfvtt5uv+eyzz/D000+b9EtYWJjXj6VgQ0REpA0O9YqPjzfFoKdPn8b48eORnJyMdevWYfHixWbeBgUFBZlUC//J4OS2227DHXfcgd/85jeNeiylUURERNrobpTk5GRzWlGfnj174tNPP23S4yjYEBER8YMCUX+mNIqIiIjYSicbIiIibTSN0lIUbIiIiNhEaRSL0igiIiJiK51siIiI2ERpFIuCDREREZsojWJRGkVERERspZMNERERmyiNYlGwISIiYhOlUSxKo4iIiIitdLIhIiJiI7evn4ADKNgQERGxiUmBuJvhPvycgg0RERGbNEec4Ib/U82GiIiI2EonGyIiIjZRGsWiYENERMQmSqNYlEYRERERW+lkQ0RExCZKo1gUbIiIiNhEaRSL0igiIiJiK51siIiI2ERpFIuCDREREZsojWJRGkVERERspZMNERERmyiNYlGwISIiYhOlUSwKNkRERGyikw2LajZERETEVjrZEBERsYnSKBYFGyIiIjZRGsWiNIqIiIjYSicbIiIiNlEaxaJgQ0RExCZKo1iURhERERFb6WRDRETEJkqjWBRsiIiI2ERpFIvSKCIiImIrnWyIiIjYpdjV9DRIsQv+LsDtbg0HNCIiIs5RVFSEXr164ejRo81yfwkJCThw4ADCw8PhjxRsiIiI2BRwuFzNcyoRGhrqt4EGKdgQERERW6lAVERERGylYENERERspWBDREREbKVgQ0RERGylYENERERspWBDREREbKVgQ0RERGCn/wcrU4K6Dbg7NQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [00:02<00:00, 38.52it/s]\n"
     ]
    }
   ],
   "source": [
    "# 外层循环，使用tqdm库显示进度条，循环100次\n",
    "for _ in tqdm.tqdm(range(100)):\n",
    "    # 遍历每一个episode\n",
    "    for i in range(len(episodes)):\n",
    "        # 从后往前遍历当前episode中的每一个轨迹\n",
    "        for j in range(len(episodes[i])-1,-1,-1):\n",
    "            # 获取当前轨迹\n",
    "            trajectory = episodes[i][j]\n",
    "            # 解包轨迹中的各个元素\n",
    "            tmpstate, tmpaction, tmpscore, nextState, nextAction, terminal = trajectory\n",
    "            \n",
    "            # 获取下一个状态和动作对应的动作价值\n",
    "            next_action_value = action_values[nextState][nextAction]\n",
    "            # 计算目标值，使用贝尔曼方程更新目标\n",
    "            target = tmpscore + (1.0 - terminal) * gamma * next_action_value\n",
    "            \n",
    "            # 计算时间差分（TD）误差\n",
    "            TD_error = action_values[tmpstate][tmpaction] - target\n",
    "            # 根据TD误差更新动作价值\n",
    "            action_values[tmpstate][tmpaction] -= learning_rate * TD_error\n",
    "    # 每20次外层循环执行一次以下操作\n",
    "    if _ % 20 == 0:\n",
    "        # 根据策略和动作价值计算状态价值\n",
    "        state_values = np.sum(policy * action_values,axis=1)\n",
    "        # 获取每个状态下具有最大动作价值的动作索引\n",
    "        p = np.argmax(action_values,axis=1)\n",
    "        # 绘制状态价值和最优动作\n",
    "        draw(state_values.reshape(5,5), p)"
   ]
  }
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